{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "qT_RWmTEugu9"
   },
   "source": [
    "# Supervised training for RANS flows around airfoils\n",
    "\n",
    "## Overview\n",
    "\n",
    "For this example of supervised training\n",
    "we target turbulent airflows around wing profiles: the learned operator should provide the average motion\n",
    "and pressure distribution around a given airfoil geometry for different Reynolds numbers and angles of attack.\n",
    "Thus, inputs to the neural network are airfoil shape, Reynolds numbers, and angle of attack, and it should compute \n",
    "a time averaged velocity field with 2 components, and the pressure field around the airfoil.\n",
    "\n",
    "This is classically approximated with _Reynolds-Averaged Navier Stokes_ (RANS) models, and this\n",
    "setting is still one of the most widely used applications of Navier-Stokes solvers in industry.\n",
    "However, instead of relying on traditional numerical methods to solve the RANS equations,\n",
    "we now aim for training a surrogate model via a neural network that completely bypasses the numerical solver.\n",
    "[[run in colab]](https://colab.research.google.com/github/tum-pbs/pbdl-book/blob/main/supervised-airfoils.ipynb)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "2ZaC0_MdJMTH"
   },
   "source": [
    "## Formulation\n",
    "\n",
    "\n",
    "With the supervised formulation from {doc}`supervised`, our learning task is pretty straight-forward, and can be written as\n",
    "\n",
    "$$\\begin{aligned}\n",
    "\\text{arg min}_{\\theta} \\sum_i ( f(x_i ; \\theta)-y^*_i )^2 ,\n",
    "\\end{aligned}$$\n",
    "\n",
    "where $x$ and $y^*$ each consist of a set of physical fields,\n",
    "and the index $i$ evaluates the difference across all discretization points in our data sets.\n",
    "\n",
    "The goal is to infer velocity $\\mathbf{u} = u_x,u_y$ and a pressure field $p$ in a computational domain $\\Omega$\n",
    "around the airfoil in the center of $\\Omega$.\n",
    "$u_x,u_y$ and $p$ each have a dimension of $128^2$.\n",
    "As inputs we have the Reynolds number $\\text{Re} \\in \\mathbb{R}$, the angle of attack\n",
    "$\\alpha \\in \\mathbb{R}$, and the airfoil shape $\\mathbf{s}$ encoded as a rasterized grid with $128^2$.\n",
    " $\\text{Re}$ and $\\alpha$ are provided in terms of the freestream flow velocity $\\mathbf{f}$, the x and y components of which are represented as constant fields of the same size, and contain zeros in the airfoil region.\n",
    "Thus, put together, both input and output have the same dimensions: $x,y^* \\in \\mathbb{R}^{3\\times128\\times128}$. The inputs contain\n",
    "$[f_x,f_y,\\text{mask}]$, while the outputs store the channels $[p,u_x,u_y]$.\n",
    "This is exactly what we'll specify as input and output dimensions for the NN below.\n",
    "\n",
    "A point to keep in mind here is that our quantities of interest in $y^*$ contain three different physical fields. While the two velocity components are quite similar in spirit, the pressure field typically has a different behavior with an approximately squared scaling with respect to the velocity (cf. [Bernoulli](https://en.wikipedia.org/wiki/Bernoulli%27s_principle)). This implies that we need to be careful with simple summations (as in the minimization problem above), and that we should take care to normalize the data. If we don't take care, one of the components can dominate and the aggregation in terms of mean will lead the NN to spend more resources to learn the large component rather than the other ones causing smaller errors.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ewKoLbFCJMTJ"
   },
   "source": [
    "## Code coming up...\n",
    "\n",
    "Let's get started with the implementation. Note that we'll skip the data generation process here. The code below is adapted from {cite}`thuerey2020dfp` and [this codebase](https://github.com/thunil/Deep-Flow-Prediction), which you can check out for details. Below, we'll simply use a small set of training data generated with a Spalart-Almaras RANS simulation in [OpenFOAM](https://openfoam.org/). First, let's import the required module, and install the dataloader from git."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "JwZudtWauiGa",
    "outputId": "60e43840-2888-46aa-a750-8453b3b606aa"
   },
   "outputs": [],
   "source": [
    "import os, sys, random\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm import tqdm\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "\n",
    "!pip install --upgrade --quiet git+https://github.com/tum-pbs/pbdl-dataset\n",
    "from pbdl.torch.loader import Dataloader"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "cghhfbQjiPIB"
   },
   "source": [
    "The next cell will download the training data from HuggingFace, which can take a moment... The PBDL dataloader call below directly splits it into 320 samples for training, and 80 samples for validation. These validation samples are using the same airfoil shapes as the training samples, but different conditions (later on we'll download new shapes for testing)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "OmYUCtpeiPIB",
    "outputId": "f5427adb-d15b-4470-ac18-be4859831a53"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[93m\u001b[1mWarning:\u001b[22m `airfoils` is stored in single-file format. The download might take some time.\u001b[0m\n",
      "\u001b[96m\u001b[1mSuccess:\u001b[22m Loaded airfoils with 400 simulations and 1 samples each.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "BATCH_SIZE = 10\n",
    "\n",
    "loader_train, loader_val = Dataloader.new_split(\n",
    "    [320, 80],\n",
    "    \"airfoils\",\n",
    "    batch_size=BATCH_SIZE, normalize_data=None,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "RY1F4kdWPLNG"
   },
   "source": [
    "## RANS training data\n",
    "\n",
    "Now we have the training and validation data. In general it's very important to understand the data we're working with as much as possible (for any ML task the _garbage-in-gargabe-out_ principle definitely holds). We should at least understand the data in terms of dimensions and rough statistics, but ideally also in terms of content. Otherwise we'll have a very hard time interpreting the results of a training run. And despite all the _AI magic_: if you can't make out any patterns in your data, NNs most likely also won't find any useful ones.\n",
    "\n",
    "Hence, let's look at one of the training samples. The following is just some helper code to show images side by side."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 505
    },
    "id": "6y6YGxMeNECD",
    "outputId": "5ef5f729-de46-4312-9f97-72bdb3da0ea4"
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1600x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot(a1, a2, mask=None, stats=False, bottom=\"NN Output\", top=\"Reference\", title=None):\n",
    "    c = []\n",
    "    if mask is not None: mask = np.asarray(mask)\n",
    "    for i in range(3):\n",
    "        a2i = np.asarray(a2[i])\n",
    "        if mask is not None: a2i = a2i - mask*a2i # optionally mask out inner region\n",
    "        b = np.flipud(np.concatenate((a2i, a1[i]), axis=1).transpose())\n",
    "        min, mean, max = np.min(b), np.mean(b), np.max(b)\n",
    "        if stats:\n",
    "            print(\"Stats %d: \" % i + format([min, mean, max]))\n",
    "        b -= min\n",
    "        b /= max - min\n",
    "        c.append(b)\n",
    "    fig, axes = plt.subplots(1, 1, figsize=(16, 5))\n",
    "    axes.set_xticks([]) ; axes.set_yticks([])\n",
    "    im = axes.imshow(np.concatenate(c, axis=1), origin=\"upper\", cmap=\"magma\")\n",
    "    fig.colorbar(im, ax=axes)\n",
    "    axes.set_xlabel(\"p, ux, uy\")\n",
    "    axes.set_ylabel(\"%s           %s\" % (bottom, top))\n",
    "    if title is not None: plt.title(title)\n",
    "    plt.show()\n",
    "\n",
    "inputs, targets = next(iter(loader_train))\n",
    "plot(inputs[0], targets[0], stats=False, bottom=\"Target Output\", top=\"Inputs\", title=\"3 inputs are shown at the top (free-ux, free-uy, mask),\\n with the 3 output channels (p,ux,uy) at the bottom\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "9ys7KZu_P5NB"
   },
   "source": [
    "## Network setup\n",
    "\n",
    "Now we can set up the architecture of our neural network, we'll use a fully convolutional U-net. This is a widely used architecture that uses a stack of convolutions across different spatial resolutions. The main deviation from a regular conv-net is the hierarchy (for a global receptive field), and to introduce _skip connections_ from the encoder to the decoder part. This ensures that no information is lost during feature extraction. (Note that this only works if the network is to be used as a whole. It doesn't work in situations where we'd, e.g., want to use the decoder as a standalone component.)\n",
    "\n",
    "Here's a overview of the architecure:\n",
    "\n",
    "![An overview of the U-net we're using for this learning task](resources/supervised-airfoils-unet.jpg)\n",
    "\n",
    "First, we'll define a helper to set up a convolutional block in the network, `blockUNet`. Note, we don't use any pooling! Instead we use strides and transpose convolutions (these need to be symmetric for the decoder part, i.e. have an uneven kernel size), following [best practices](https://distill.pub/2016/deconv-checkerboard/). The full pytroch neural network is managed via the `DfpNet` class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "PVNjz4FjGhdY"
   },
   "outputs": [],
   "source": [
    "def blockUNet( in_c, out_c, name, size=4, pad=1, transposed=False, bn=True, activation=True, relu=True, dropout=0.0 ):\n",
    "\n",
    "    block = nn.Sequential()\n",
    "\n",
    "    if not transposed:\n",
    "        block.add_module(\n",
    "            \"%s_conv\" % name,\n",
    "            nn.Conv2d(in_c, out_c, kernel_size=size, stride=2, padding=pad, bias=True),\n",
    "        )\n",
    "    else:\n",
    "        block.add_module(\n",
    "            \"%s_upsam\" % name, nn.Upsample(scale_factor=2, mode=\"bilinear\")\n",
    "        )\n",
    "        # reduce kernel size by one for the upsampling (ie decoder part)\n",
    "        block.add_module(\n",
    "            \"%s_tconv\" % name,\n",
    "            nn.Conv2d( in_c, out_c, kernel_size=(size - 1), stride=1, padding=pad, bias=True ),\n",
    "        )\n",
    "\n",
    "    if bn:\n",
    "        block.add_module(\"%s_bn\" % name, nn.BatchNorm2d(out_c))\n",
    "    if dropout > 0.0:\n",
    "        block.add_module(\"%s_dropout\" % name, nn.Dropout2d(dropout, inplace=True))\n",
    "\n",
    "    if activation:\n",
    "        if relu:\n",
    "            block.add_module(\"%s_relu\" % name, nn.ReLU(inplace=True))\n",
    "        else:\n",
    "            block.add_module(\"%s_leakyrelu\" % name, nn.LeakyReLU(0.2, inplace=True))\n",
    "\n",
    "    return block\n",
    "\n",
    "\n",
    "class DfpNet(nn.Module):\n",
    "    def __init__(self, channelExponent=6, dropout=0.0):\n",
    "        super(DfpNet, self).__init__()\n",
    "        channels = int(2**channelExponent + 0.5)\n",
    "\n",
    "        self.layer1 = blockUNet( 3,            channels * 1, \"enc_layer1\", transposed=False, bn=True, relu=False, dropout=dropout, )\n",
    "        self.layer2 = blockUNet( channels,     channels * 2, \"enc_layer2\", transposed=False, bn=True, relu=False, dropout=dropout, )\n",
    "        self.layer3 = blockUNet( channels * 2, channels * 2, \"enc_layer3\", transposed=False, bn=True, relu=False, dropout=dropout, )\n",
    "        self.layer4 = blockUNet( channels * 2, channels * 4, \"enc_layer4\", transposed=False, bn=True, relu=False, dropout=dropout, )\n",
    "        self.layer5 = blockUNet( channels * 4, channels * 8, \"enc_layer5\", transposed=False, bn=True, relu=False, dropout=dropout, )\n",
    "        self.layer6 = blockUNet( channels * 8, channels * 8, \"enc_layer6\", transposed=False, bn=True, relu=False, dropout=dropout, size=2, pad=0, )\n",
    "        self.layer7 = blockUNet( channels * 8, channels * 8, \"enc_layer7\", transposed=False, bn=True, relu=False, dropout=dropout, size=2, pad=0, )\n",
    "\n",
    "        # note, kernel size is internally reduced by one for the decoder part\n",
    "        self.dlayer7 = blockUNet( channels * 8, channels * 8,  \"dec_layer7\", transposed=True, bn=True, relu=True, dropout=dropout, size=2, pad=0, )\n",
    "        self.dlayer6 = blockUNet( channels * 16, channels * 8, \"dec_layer6\", transposed=True, bn=True, relu=True, dropout=dropout, size=2, pad=0, )\n",
    "        self.dlayer5 = blockUNet( channels * 16, channels * 4, \"dec_layer5\", transposed=True, bn=True, relu=True, dropout=dropout, )\n",
    "        self.dlayer4 = blockUNet( channels * 8, channels * 2,  \"dec_layer4\", transposed=True, bn=True, relu=True, dropout=dropout, )\n",
    "        self.dlayer3 = blockUNet( channels * 4, channels * 2,  \"dec_layer3\", transposed=True, bn=True, relu=True, dropout=dropout, )\n",
    "        self.dlayer2 = blockUNet( channels * 4, channels,      \"dec_layer2\", transposed=True, bn=True, relu=True, dropout=dropout, )\n",
    "        self.dlayer1 = blockUNet( channels * 2, 3,             \"dec_layer1\", transposed=True, bn=False, activation=False, dropout=dropout, )\n",
    "\n",
    "    def forward(self, input):\n",
    "        # note, this Unet stack could be allocated with a loop, of course...\n",
    "        out1 = self.layer1(input)\n",
    "        out2 = self.layer2(out1)\n",
    "        out3 = self.layer3(out2)\n",
    "        out4 = self.layer4(out3)\n",
    "        out5 = self.layer5(out4)\n",
    "        out6 = self.layer6(out5)\n",
    "        out7 = self.layer7(out6)\n",
    "        # ... bottleneck ...\n",
    "        dout6 = self.dlayer7(out7)\n",
    "        dout6_out6 = torch.cat([dout6, out6], 1)\n",
    "        dout6 = self.dlayer6(dout6_out6)\n",
    "        dout6_out5 = torch.cat([dout6, out5], 1)\n",
    "        dout5 = self.dlayer5(dout6_out5)\n",
    "        dout5_out4 = torch.cat([dout5, out4], 1)\n",
    "        dout4 = self.dlayer4(dout5_out4)\n",
    "        dout4_out3 = torch.cat([dout4, out3], 1)\n",
    "        dout3 = self.dlayer3(dout4_out3)\n",
    "        dout3_out2 = torch.cat([dout3, out2], 1)\n",
    "        dout2 = self.dlayer2(dout3_out2)\n",
    "        dout2_out1 = torch.cat([dout2, out1], 1)\n",
    "        dout1 = self.dlayer1(dout2_out1)\n",
    "        return dout1\n",
    "\n",
    "def weights_init(m):\n",
    "    classname = m.__class__.__name__\n",
    "    if classname.find(\"Conv\") != -1:\n",
    "        m.weight.data.normal_(0.0, 0.02)\n",
    "    elif classname.find(\"BatchNorm\") != -1:\n",
    "        m.weight.data.normal_(1.0, 0.02)\n",
    "        m.bias.data.fill_(0)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "QAl3VgKVQSI3"
   },
   "source": [
    "Next, we can initialize an instance of the `DfpNet`.\n",
    "\n",
    "Below, the `EXPO` parameter here controls the exponent for the feature maps of our Unet: this directly scales the network size (an exponent of 4 gives a network with ca. 585k parameters). This is a medium sized network for a generative NN with $3 \\times 128^2 = \\text{ca. }49k$ outputs, and still yields fast training times. Hence it's a good starting point. The `weights_init` function initializes the conv net to a reasonable initial value range, so that we can directly train with a fixed learning rate (otherwise learning rate schedules are highly recommended)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "N1uV8k5VIoqT",
    "outputId": "bf19c644-7d34-4879-c538-3ffd802d3c4c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Trainable params: 585027   -> crucial! always keep in view... \n"
     ]
    }
   ],
   "source": [
    "# channel exponent to control network size\n",
    "EXPO = 4\n",
    "\n",
    "torch.set_default_device(\"cuda:0\")\n",
    "device = torch.get_default_device()\n",
    "\n",
    "net = DfpNet(channelExponent=EXPO)\n",
    "net.apply(weights_init)\n",
    "\n",
    "# crucial parameter to keep in view: how many parameters do we have?\n",
    "nn_parameters = filter(lambda p: p.requires_grad, net.parameters())\n",
    "print(\"Trainable params: {}   -> crucial! always keep in view... \".format( sum([np.prod(p.size()) for p in nn_parameters]) ))\n",
    "\n",
    "LR   = 0.0002          # learning rate\n",
    "\n",
    "loss = nn.L1Loss()\n",
    "optimizer = optim.Adam(net.parameters(), lr=LR, betas=(0.5, 0.999), weight_decay=0.0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "UNjBAvfWJMTR"
   },
   "source": [
    "As the subtle hint in the print statement indicates, the parameter count is a crucial number to have in view when training NNs. It's easy to change settings, and get a network that has millions of parameters, and as a result can cause wasting resources at training time (and potentially training instabilities).\n",
    "The number of parameters definitely has to be matched with the amount of training data, and should also scale with the depth of the network. How exactly these three relate to each other is problem dependent, though."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ErLQ6UYlQT8-"
   },
   "source": [
    "## Training\n",
    "\n",
    "Finally, we can train the NN. This step can take a while, as the training runs over all 320 samples 100 times, and continually evaluates the validation samples to keep track of how well the current state of the NN is doing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "kkOYvwxqKa8n",
    "outputId": "ee34c1ec-7b83-41e8-eafb-15814fa4cd64"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training from scratch...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "loss train: 0.01113, loss val: 0.01996: 100%|█████████████████| 200/200 [05:40<00:00,  1.61s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "training done, saved network weights\n"
     ]
    }
   ],
   "source": [
    "EPOCHS = 200    # number of training epochs\n",
    "\n",
    "loss_hist = []\n",
    "loss_hist_val = []\n",
    "\n",
    "if os.path.isfile(\"dfpnet\"): # NT_DEBUG\n",
    "    print(\"Found existing network, loading & skipping training\")\n",
    "    net.load_state_dict(torch.load(\"dfpnet\"))\n",
    "\n",
    "else:\n",
    "    print(\"Training from scratch...\")\n",
    "    pbar = tqdm(initial=0, total=EPOCHS, ncols=96)\n",
    "    for epoch in range(EPOCHS):\n",
    "\n",
    "        # training\n",
    "        net.train()\n",
    "        loss_acc = 0\n",
    "        for i, (inputs, targets) in enumerate(loader_train):\n",
    "            inputs = inputs.float()\n",
    "            targets = targets.float()  \n",
    "\n",
    "            net.zero_grad()\n",
    "            outputs = net(inputs)\n",
    "            lossL1 = loss(outputs, targets)\n",
    "            lossL1.backward()\n",
    "            optimizer.step()\n",
    "            loss_acc += lossL1.item()\n",
    "\n",
    "        loss_hist.append(loss_acc / len(loader_train))\n",
    "\n",
    "        # evaluate validation samples\n",
    "        net.eval()\n",
    "        loss_acc_v = 0\n",
    "        with torch.no_grad():\n",
    "            for i, (inputs, targets) in enumerate(loader_val):\n",
    "                inputs = inputs.float()\n",
    "                targets = targets.float()\n",
    "\n",
    "                outputs = net(inputs)\n",
    "                loss_acc_v += loss(outputs, targets).item()\n",
    "\n",
    "        loss_hist_val.append(loss_acc_v / len(loader_val))\n",
    "        pbar.set_description(\"loss train: {:7.5f}, loss val: {:7.5f}\".format( loss_hist[-1], loss_hist_val[-1] ) , refresh=False); pbar.update(1)\n",
    "\n",
    "    torch.save(net.state_dict(), \"dfpnet\")\n",
    "    print(\"training done, saved network weights\")\n",
    "\n",
    "loss_hist = np.asarray(loss_hist)\n",
    "loss_hist_val = np.asarray(loss_hist_val)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "4KuUpJsSL3Jv"
   },
   "source": [
    "The NN is trained, the losses should have gone down in terms of absolute values: With the standard settings from an initial value of around 0.2 for the validation loss, to ca. 0.02 after training.\n",
    "\n",
    "Let's look at the graphs to get some intuition for how the training progressed over time. This is typically important to identify longer-term trends in the training. In practice it's tricky to spot whether the overall trend of 100 or so noisy numbers in a command line log is going slightly up or down - this is much easier to spot in a visualization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 450
    },
    "id": "Hlki3bU8JMTT",
    "outputId": "3a9fa5a9-6682-4857-d9e4-656b252bd78b"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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jQ4cO+PDDDwHIMSlXrlxB9erVTTp3tWrVcPv2bdy7dw+urq4AgCNHjhiUCQ4OhqenJ77++mvl2K1btwzKWFpaQmfk/4CrVauGpUuXIjk5WWllOXz4MLRaLapUqWJSfY1xcHCAm5sbDh8+rIS6rOs83bXj4OCArl27omvXrvjf//6H1q1bIy4uDiVKlICNjQ3atWuHdu3aoX///qhatSrOnTuHevXq5Usd/42BxQgOuiUiejHY2dmha9euGDNmDBITE/Hxxx8rr3l7e2P9+vUIDg5G8eLFMXPmTERHR5scWPz9/VG5cmX07NkT06ZNQ2JiokEwybpGREQEVq9ejQYNGmD79u3YuHGjQRkvLy+Eh4fj9OnTKFeuHOzt7bNNZ+7evTsmTJiAnj17IjAwELGxsRg4cCA++ugjZfxKfhg5ciQmTJiAihUrok6dOliyZAlOnz6NFStWAABmzpwJV1dX1K1bF1qtFuvWrYOLiwucnJywdOlS6HQ6+Pn5wdbWFsuXL4eNjY3BOJf8xjEsRrBLiIjoxdG7d2/Ex8cjICDAYLzJ2LFjUa9ePQQEBKBFixZwcXFBx44dTT6vVqvFxo0b8fjxYzRs2BCffvopvv32W4My7du3x9ChQzFgwADUqVMHwcHBGDdunEGZ9957D61bt8Ybb7yB0qVL5zi12tbWFrt27UJcXBwaNGiA//3vf2jZsiXmzp2bu1+GEYMGDcKwYcMwfPhw+Pj4YOfOndiyZQu8vb0ByBlP33//PerXr48GDRrg5s2b2LFjB7RaLZycnLBo0SI0adIEtWrVwt69e7F161aULFkyX+v4NI0QQhTY2QtJYmIiHB0dkZCQAAcHh3w9d0AAsHs3sGwZ8NFH+XpqIqIiJzU1FeHh4Shfvjysra3Vrg69JJ715yo3399sYTGCLSxERETqY2AxImsMCwfdEhERqYeBxQi2sBAREakvT4Fl3rx58PLygrW1Nfz8/HDs2LFnlr1w4QLee+89eHl5QaPR5LhVd1BQEBo0aAB7e3uUKVMGHTt2NFgcR00MLEREROrLdWBZs2YNhg0bhgkTJuDkyZOoXbs2AgICnrm6XkpKCipUqIApU6Y8cynigwcPon///jhy5Aj27NmDjIwMtGrVCsnJybmtXr5jYCEiIlJfrtdhmTlzJvr06YNevXoBABYsWIDt27dj8eLFGD16dLbyDRo0QIMGDQAgx9cBGOwOCcgdLcuUKYPQ0FA0a9Yst1XMV1w4joheRS/BBFIqQvLjz1OuWljS09MRGhoKf3//JyfQauHv74+QkJD/XJksCQkJAIASJUrk+HpaWhoSExMNHgWFC8cR0aska2+a/FyyniglRe74/V+W7c9VC8v9+/eh0+myrbTn7OyMy5cv57kST9Pr9RgyZAiaNGmCmjVr5lgmKCgIEydOzJfrGcMuISJ6lZibm8PW1haxsbGwsLCAVsu5GZR3QgikpKQgJiYGTk5OBps15laRW5q/f//+OH/+PA4dOvTMMmPGjMGwYcOU54mJiXB3dy+Q+jCwENGrRKPRwNXVFeHh4dn2wSHKKycnp2eOYzVVrgJLqVKlYGZmhujoaIPj0dHR/7kiADBgwABs27YNf//9N8qVK/fMclZWVtn2XigoDCxE9KqxtLSEt7c3u4UoX1hYWPynlpUsuQoslpaW8PX1xb59+5Q9GPR6Pfbt24cBAwbkuRJCCAwcOBAbN27EgQMHUL58+TyfK79x4TgiehVptVouzU9FSq67hIYNG4aePXuifv36aNiwIWbPno3k5GRl1lCPHj1QtmxZBAUFAZADty5evKj8fPfuXZw+fRp2dnaoVKkSANkNtHLlSmzevBn29vaIiooCADg6OsLGxiZfbjSv2MJCRESkvlwHlq5duyI2Nhbjx49HVFQU6tSpg507dyoDcSMiIgwGaUVGRqJu3brK8+nTp2P69Olo3rw5Dhw4AACYP38+AKBFixYG11qyZInB9uBqYGAhIiJSX54G3Q4YMOCZXUBZISSLl5eX0fnXRXm+PwMLERGR+jhfzQguHEdERKQ+BhYjuHAcERGR+hhYjGCXEBERkfoYWIxgYCEiIlIfA4sRDCxERETqY2AxggvHERERqY+BxQi2sBAREamPgcUIBhYiIiL1MbAYwcBCRESkPgYWI7hwHBERkfoYWIzgwnFERETqY2Axgl1CRERE6mNgMYKBhYiISH0MLEYwsBAREamPgcUILhxHRESkPgYWI9jCQkREpD4GFiMYWIiIiNTHwGIEAwsREZH6GFiM4MJxRERE6mNgMYILxxEREamPgcUIdgkRERGpj4HFCAYWIiIi9TGwGMHAQkREpD4GFiO4cBwREZH6GFiMYAsLERGR+hhYjGBgISIiUh8DixEMLEREROpjYDGCC8cRERGpj4HFCC4cR0REpD4GFiPYJURERKQ+BhYjGFiIiIjUx8BiBAMLERGR+hhYjODCcUREROpjYDGCLSxERETqY2AxgoGFiIhIfQwsRjCwEBERqY+BxQgGFiIiIvUxsBjBQbdERETqY2Axgi0sRERE6mNgMYKBhYiISH0MLEYwsBAREamPgcUIjmEhIiJSHwOLEWxhISIiUh8DixEMLEREROrLU2CZN28evLy8YG1tDT8/Pxw7duyZZS9cuID33nsPXl5e0Gg0mD179n8+Z2HKCixCyAcREREVvlwHljVr1mDYsGGYMGECTp48idq1ayMgIAAxMTE5lk9JSUGFChUwZcoUuLi45Ms5C1NWYAHYykJERKQWjRC5azfw8/NDgwYNMHfuXACAXq+Hu7s7Bg4ciNGjRz/3vV5eXhgyZAiGDBmSb+cEgMTERDg6OiIhIQEODg65uR2jHj4EiheXP6elAZaW+Xp6IiKiV1Zuvr9z1cKSnp6O0NBQ+Pv7PzmBVgt/f3+EhITkqbJ5OWdaWhoSExMNHgWFLSxERETqy1VguX//PnQ6HZydnQ2OOzs7IyoqKk8VyMs5g4KC4OjoqDzc3d3zdG1TMLAQERGp74WcJTRmzBgkJCQoj9u3bxfYtRhYiIiI1Geem8KlSpWCmZkZoqOjDY5HR0c/c0BtQZzTysoKVlZWebpebj0dWLh4HBERkTpy1cJiaWkJX19f7Nu3Tzmm1+uxb98+NGrUKE8VKIhz5iftU78htrAQERGpI1ctLAAwbNgw9OzZE/Xr10fDhg0xe/ZsJCcno1evXgCAHj16oGzZsggKCgIgB9VevHhR+fnu3bs4ffo07OzsUKlSJZPOqSYGFiIiIvXlOrB07doVsbGxGD9+PKKiolCnTh3s3LlTGTQbEREB7VPf8pGRkahbt67yfPr06Zg+fTqaN2+OAwcOmHROtZmZybDCwEJERKSOXK/DUhQV5DosAGBlBaSnAxERQAFOSCIiInqlFNg6LK8q7thMRESkLgYWE3ADRCIiInUxsJiAgYWIiEhdDCwmYGAhIiJSFwOLCbICC8ewEBERqYOBxQRZg27ZwkJERKQOBpbnyNRnYlHoIqT6zAe0GQwsREREKmFgeQ6dXoe+2/oi8fUvAIvHDCxEREQqYWB5DnPtUwsBs4WFiIhINQwsz6HVPPXr0WZy0C0REZFKGFieQ6PRwEJrIZ9oM9nCQkREpBIGFiOUbiEGFiIiItUwsBjBwEJERKQ+BhYjng4sHMNCRESkDgYWI9jCQkREpD4GFiOUwGLGac1ERERqYWAxgi0sRERE6mNgMcLCjNOaiYiI1MbAYgQH3RIREamPgcUIdgkRERGpj4HFCAYWIiIi9TGwGMHAQkREpD4GFiOeBJYMjmEhIiJSCQOLEWxhISIiUh8DixHcrZmIiEh9DCxGsIWFiIhIfQwsRjCwEBERqY+BxQguHEdERKQ+BhYjuPkhERGR+hhYjGCXEBERkfoYWIxgYCEiIlIfA4sR3K2ZiIhIfQwsRnDQLRERkfoYWIww17BLiIiISG0MLEZwDAsREZH6GFiMeHrzQwYWIiIidTCwGMExLEREROpjYDGCXUJERETqY2AxgtOaiYiI1MfAYgRbWIiIiNTHwGIEAwsREZH6GFiM4KBbIiIi9TGwGMHdmomIiNSXp8Ayb948eHl5wdraGn5+fjh27Nhzy69btw5Vq1aFtbU1fHx8sGPHDoPXk5KSMGDAAJQrVw42NjaoXr06FixYkJeq5Tt2CREREakv14FlzZo1GDZsGCZMmICTJ0+idu3aCAgIQExMTI7lg4OD0a1bN/Tu3RunTp1Cx44d0bFjR5w/f14pM2zYMOzcuRPLly/HpUuXMGTIEAwYMABbtmzJ+53lEwstZwkRERGpLdeBZebMmejTpw969eqltITY2tpi8eLFOZb/4Ycf0Lp1a4wcORLVqlXD5MmTUa9ePcydO1cpExwcjJ49e6JFixbw8vJC3759Ubt2baMtN4WBY1iIiIjUl6vAkp6ejtDQUPj7+z85gVYLf39/hISE5PiekJAQg/IAEBAQYFC+cePG2LJlC+7evQshBPbv348rV66gVatWOZ4zLS0NiYmJBo+Cwi4hIiIi9eUqsNy/fx86nQ7Ozs4Gx52dnREVFZXje6KiooyWnzNnDqpXr45y5crB0tISrVu3xrx589CsWbMczxkUFARHR0fl4e7unpvbyBUGFiIiIvUViVlCc+bMwZEjR7BlyxaEhoZixowZ6N+/P/bu3Ztj+TFjxiAhIUF53L59u8DqxsBCRESkPvPcFC5VqhTMzMwQHR1tcDw6OhouLi45vsfFxeW55R8/foyvvvoKGzduRNu2bQEAtWrVwunTpzF9+vRs3UkAYGVlBSsrq9xUPc8MdmvOKJRLEhER0b/kqoXF0tISvr6+2Ldvn3JMr9dj3759aNSoUY7vadSokUF5ANizZ49SPiMjAxkZGdBqDatiZmYGfREY5cpBt0REROrLVQsLIKcg9+zZE/Xr10fDhg0xe/ZsJCcno1evXgCAHj16oGzZsggKCgIADB48GM2bN8eMGTPQtm1brF69GidOnMDPP/8MAHBwcEDz5s0xcuRI2NjYwNPTEwcPHsSyZcswc+bMfLzVvOHmh0REROrLdWDp2rUrYmNjMX78eERFRaFOnTrYuXOnMrA2IiLCoLWkcePGWLlyJcaOHYuvvvoK3t7e2LRpE2rWrKmUWb16NcaMGYPu3bsjLi4Onp6e+Pbbb/H555/nwy3+NxzDQkREpD6NEEKoXYn/KjExEY6OjkhISICDg0O+nnvntZ1os6INEFkP70SGYuvWfD09ERHRKys3399FYpZQUcYxLEREROpjYDGCmx8SERGpj4HFCI5hISIiUh8DixEMLEREROpjYDGCuzUTERGpj4HFCA66JSIiUh8DixHsEiIiIlIfA4sRDCxERETqY2AxwmDzQwYWIiIiVTCwGMExLEREROpjYDGCXUJERETqY2AxQtmt2SwTmboXftslIiKiFxIDixFKCwsAHfuEiIiIVMHAYsTTgSVTn6liTYiIiF5dDCxGPB1Y9GBgISIiUgMDixEGLSwiQ8WaEBERvboYWIwwHMPCFhYiIiI1MLAYodVooYEGAKATDCxERERqYGAxgfn/79jMwEJERKQOBhYTmGtktxAH3RIREamDgcUEZv8/joUtLEREROpgYDFBVguLDpwlREREpAYGFhOwhYWIiEhdDCwmyGphERzDQkREpAoGFhNkrcWiY2AhIiJSBQOLCcz/f8dmPbuEiIiIVMHAYgK2sBAREamLgcUEFlnL82syIYS6dSEiInoVMbCYQNlPyCwDer26dSEiInoVMbCYQAks2kzodOrWhYiI6FXEwGICBhYiIiJ1MbCYwPL/ZwkxsBAREamDgcUE5mZPWlg4hoWIiKjwMbCYwIJdQkRERKpiYDHB0y0sDCxERESFj4HFBBZKYMlgYCEiIlIBA4sJOEuIiIhIXQwsJng6sHDQLRERUeFjYDGBhZbTmomIiNTEwGICdgkRERGpi4HFBAwsRERE6mJgMQE3PyQiIlIXA4sJ2MJCRESkrjwFlnnz5sHLywvW1tbw8/PDsWPHnlt+3bp1qFq1KqytreHj44MdO3ZkK3Pp0iW0b98ejo6OKFasGBo0aICIiIi8VC/fMbAQERGpK9eBZc2aNRg2bBgmTJiAkydPonbt2ggICEBMTEyO5YODg9GtWzf07t0bp06dQseOHdGxY0ecP39eKXP9+nU0bdoUVatWxYEDB3D27FmMGzcO1tbWeb+zfMTAQkREpC6NEELk5g1+fn5o0KAB5s6dCwDQ6/Vwd3fHwIEDMXr06Gzlu3btiuTkZGzbtk059tprr6FOnTpYsGABAOD999+HhYUFfv/99zzdRGJiIhwdHZGQkAAHB4c8neN5Ru0Zhe+DvweCh+PEd9Ph65vvlyAiInrl5Ob7O1ctLOnp6QgNDYW/v/+TE2i18Pf3R0hISI7vCQkJMSgPAAEBAUp5vV6P7du3o3LlyggICECZMmXg5+eHTZs25aZqBYoLxxEREakrV4Hl/v370Ol0cHZ2Njju7OyMqKioHN8TFRX13PIxMTFISkrClClT0Lp1a+zevRudOnXCu+++i4MHD+Z4zrS0NCQmJho8ChK7hIiIiNRlrnYF9P/fZNGhQwcMHToUAFCnTh0EBwdjwYIFaN68ebb3BAUFYeLEiYVWxyeBhZsfEhERqSFXLSylSpWCmZkZoqOjDY5HR0fDxcUlx/e4uLg8t3ypUqVgbm6O6tWrG5SpVq3aM2cJjRkzBgkJCcrj9u3bubmNXGMLCxERkbpyFVgsLS3h6+uLffv2Kcf0ej327duHRo0a5fieRo0aGZQHgD179ijlLS0t0aBBA4SFhRmUuXLlCjw9PXM8p5WVFRwcHAweBYljWIiIiNSV6y6hYcOGoWfPnqhfvz4aNmyI2bNnIzk5Gb169QIA9OjRA2XLlkVQUBAAYPDgwWjevDlmzJiBtm3bYvXq1Thx4gR+/vln5ZwjR45E165d0axZM7zxxhvYuXMntm7digMHDuTPXf5HbGEhIiJSV64DS9euXREbG4vx48cjKioKderUwc6dO5WBtREREdBqnzTcNG7cGCtXrsTYsWPx1VdfwdvbG5s2bULNmjWVMp06dcKCBQsQFBSEQYMGoUqVKvjjjz/QtGnTfLjF/87CjLs1ExERqSnX67AURQW9DsuCEwvQb3s/4OK72PHxH2jTJt8vQURE9MopsHVYXlXsEiIiIlIXA4sJuFszERGRuhhYTMAWFiIiInUxsJjg6cDy+LG6dSEiInoVMbCY4OnA8uCBunUhIiJ6FTGwmMBC+2RaMwMLERFR4WNgMcHTLSz376tbFyIiolcRA4sJ2CVERESkLgYWEzy9WzMDCxERUeFjYDEBW1iIiIjUxcBiAgYWIiIidTGwmODpzQ8ZWIiIiAofA4sJnm5hSUoC0tPVrQ8REdGrhoHFBE8HFgBsZSEiIipkDCwmyAosGvMMAOBaLERERIWMgcUESmAxYwsLERGRGhhYTMAuISIiInUxsJiAgYWIiEhdDCwmyNr8UGgYWIiIiNTAwGKCrBYWodEBEAwsREREhYyBxQRKlxAAaHUMLERERIWMgcUEhoElg9OaiYiIChkDiwkMAwuX5yciIipsDCwmYGAhIiJSFwOLCRhYiIiI1MXAYgKNRgMzjZl8os1EfDyg16tbJyIiolcJA4uJnl48Tq8HHj5UtTpERESvFAYWE2UFlmL2XDyOiIiosDGwmCgrsDiVlDs2M7AQEREVHgYWE2UFFsfisoWFa7EQEREVHgYWE/07sLCFhYiIqPAwsJgoK7A4ODGwEBERFTYGFhNZmMkdmxlYiIiICh8Di4n+3cISFaVmbYiIiF4tDCwmygosZT3kLKELF9SsDRER0auFgcVEWYHF00u2sFy4wNVuiYiICgsDi4myAouzWyYsLYGkJODWLZUrRURE9IpgYDGRsjS/JhNVq8ofz51Trz5ERESvEgYWE2UFlkx9Jnx85LHz51WsEBER0SuEgcVENuY2AIDEtEQlsLCFhYiIqHAwsJioWqlqAIBzMecYWIiIiAoZA4uJarvUBgCcjjqNmjXlsbAwID1dxUoRERG9IhhYTFTHpQ4AGVjKlRNwdAQyM2VoISIiooLFwGKimmVqQqvRIjYlFtHJUUorC7uFiIiICl6eAsu8efPg5eUFa2tr+Pn54dixY88tv27dOlStWhXW1tbw8fHBjh07nln2888/h0ajwezZs/NStQJja2GLyiUrAwDORJ/hOBYiIqJClOvAsmbNGgwbNgwTJkzAyZMnUbt2bQQEBCAmJibH8sHBwejWrRt69+6NU6dOoWPHjujYsSPO5zAneOPGjThy5Ajc3NxyfyeF4OluoawWFk5tJiIiKni5DiwzZ85Enz590KtXL1SvXh0LFiyAra0tFi9enGP5H374Aa1bt8bIkSNRrVo1TJ48GfXq1cPcuXMNyt29excDBw7EihUrYGFhkbe7KWC1nZ8MvK1VSx4LDQWEULFSREREr4BcBZb09HSEhobC39//yQm0Wvj7+yMkJCTH94SEhBiUB4CAgACD8nq9Hh999BFGjhyJGjVqGK1HWloaEhMTDR6FIauF5Uz0GTRoAFhbA/fuAZcvF8rliYiIXlm5Ciz379+HTqeDs7OzwXFnZ2dERUXl+J6oqCij5adOnQpzc3MMGjTIpHoEBQXB0dFRebi7u+fmNvIsK7BceXAFerMUNG0qj+/dWyiXJyIiemWpPksoNDQUP/zwA5YuXQqNRmPSe8aMGYOEhATlcfv27QKupeRi54IyxcpAL/Q4H3MeWQ1HDCxEREQFK1eBpVSpUjAzM0N0dLTB8ejoaLi4uOT4HhcXl+eW/+effxATEwMPDw+Ym5vD3Nwct27dwvDhw+Hl5ZXjOa2srODg4GDwKCxPD7zNCiwHDsg1WYiIiKhg5CqwWFpawtfXF/v27VOO6fV67Nu3D40aNcrxPY0aNTIoDwB79uxRyn/00Uc4e/YsTp8+rTzc3NwwcuRI7Nq1K7f3U+DqONcBABy7ewx16gAlSgCJicCJE6pWi4iI6KWW6y6hYcOGYdGiRfjtt99w6dIl9OvXD8nJyejVqxcAoEePHhgzZoxSfvDgwdi5cydmzJiBy5cvIzAwECdOnMCAAQMAACVLlkTNmjUNHhYWFnBxcUGVKlXy6Tbzz5vl3wQA7Li6AxqtHm/Kp+wWIiIiKkC5Dixdu3bF9OnTMX78eNSpUwenT5/Gzp07lYG1ERERuHfvnlK+cePGWLlyJX7++WfUrl0b69evx6ZNm1AzayGTF0wLrxaws7TDvaR7CI0MRcuW8jgDCxERUcHRCPHiryKSmJgIR0dHJCQkFMp4ls7rOmP9xfUY+/pY9PSYDG9vwMICePAAsLcv8MsTERG9FHLz/a36LKEXUfvK7QEAW69sRcWKQJUqQEYGsHq1yhUjIiJ6STGw5MHb3m9Dq9HiTPQZRCTcQt++8vj8+Vz1loiIqCAwsORBSduSaOLeBIBsZenZE7CyAk6dAozsA0lERER5wMCSR+2ryG6hL/d8iYYrKsJ1wAeANhMLFqhcMSIiopcQA0seda7eGcUsiuFx5mPciL+Bm/arAO/tWL0aiIsD0jLT1K4iERHRS4OBJY88nTxxd9hdnO93Hn3q9QEA2LdYhNRUYODcrbALssPUQ1OzvW9r2Fa0+r0VrsddL+wqExERvbAYWP4DR2tH1ChTAyMajwAAJLn+CRS/jlUPByJTn4llZ5cZlD929xg6r+uMPTf24NdTv6pRZSIiohcSA0s+qFyyMpp7NoeAHla9W0M43gIAXIy9iOgkuY9S5KNIdFzdEWk62VV0KuqUavUlIiJ60TCw5JNP630KAEizuyYPZFoBAA7cPAAA6L6hO+4l3UMp21IA5OaJREREZBoGlnzyXrX34GTtBACwe1QHOPEZAGDfjf04E3UGB24egIXWAn/1+AsaaBCVFIWopCj1KkxERPQCYWDJJzYWNhjdZDRK2JTAnDbzYHFHbjK05th+/HpqMQCgQ9UO8HH2QZVSclPHU/fYLURERGQKBpZ8NKrpKDz48gE+btkYSwKbAXotEi2uYOGxJQCAT+p8AgCo61IXwJNxLI8zHiNTn6lOpYmIiF4ADCwFpPt7TvC0ksEkHY/gYlsOrSq2AmAYWOIfx6PK3Crw+8UPL8E+lERERAWCgaUAdWnwpvJziYiPYaY1AwDUcakDQA68/eXkL7ideBsn753EjfgbalSTiIioyGNgKUBveL2h/HxxRS+cOgVcvAhc2i9bWK7FXcOsI7OUMkfuHAEApOvSsT98P05HnUZCakLhVpqIiKgIYmApQG+WfxOdqnZCtQejgfgKaNMGqFEDGNynFOxFOQDAvaR7Svmjd48CAL79+1u8uexN1F1YF05TnTB672hV6k9ERFRUMLAUICtzK2zougFbBgXB3ByIjn7yWmp4XeXnaqWqAXgSWNZeXAsAsLe0BwD8HPozdHpdIdWaiIio6GFgKQSVKgGLFwMDBgBnzgAVKgAZETKwmGvN8XO7nwHIac4XYi7g8v3LMNea4+aQm3CwckB8ajwXmiMiolcaA0sh+egjYM4coFYtYNAgAFfeAfRafO7bD03cm6C0bWlk6DPwzT/fAACaeTZDCZsSaOHVAgCw98Ze9SpPRESkMgYWFXzyCeCQ1ACY8hABYjY0Gg38yvkBANacXwMAeMf7HQBAy/JyAbp94fvUqWwhSUhNwKA/B+H43eNqV4WIiIogBhYV2NsDn34KIN0e06fJj8CvrAwsAnItlraV2wJ4ElgORRxCWmZa4Ve2kKw4twJzjs3B+APj1a4KEREVQQwsKhkyBLC0BA4eBPbvB14r95rymncJb1QuWRkAUL10dbjYueBx5mOE3AlRqbYF70LMBQBA2P0wlWtCRERFEQOLStzdgb595c/jxgH1XRtAAw0A4J3K7yjlNBrNk26hGy9vt9DlB5cBALcSbiFdl65ybYiIqKhhYFHRmDGAtTVw+DBw7B9H+Lr5AgDerfauQbmcxrGERobi/fXv5zh7KO5xHPbe2PtCLfV/KfYSAEAv9Fzxl4iIsmFgUZGbG9Cvn/x5+HBgVqN12PvRXjT1aGpQrmUFGViO3DmCKYem4J9b/+CN397AmgtrMPXw1Gzn/WzbZ3jr97cw59icfKvr6ajTSExLzLfzPS0hNcFgAb2rD64WyHWIiOjFxcCislGjgOLFgfPngdaveWHrjy3Rpg1QuTKwZYss4+HogSF+QyAgMGbfGDRf2hyP0h8BAIJvBxucLy0zDTuu7gAATDw4EfGP4/9zHQ/cPIC6C+ui/ar2uW61SclIQWhkKDZf3oxHaY9yLHP5/mWD51fjGFiIiMgQA4vKnJ2BY8eA118HkpOBH34Adu4Erl4FunSRg3IBYFbrWVj4zkJYaC0gIOBfwR9ajRYRCRG4k3hHOV/w7WCkZKQAkF1D3/7zbY7XPXnvJEbsHoG4x3HKsXUX1uW43su6C+sAAAdvHcTft/42+d6mHZ4G+yB71F9UHx3XdMTQXUNzLJctsLCFhYiI/oWBpQioVAk4cAD4+We5RsucOUD79kBamvzv6dOyXF/fvjj66VHMbzsf27ptQ23n2gCAkNtPZg/tur4LgJxpBABzjs3JNibkUMQhNF/aHDNCZmBmyEwAwMXYi+iyvgveWfmOwYaLQgjsuLZDeR50KMike9LpdZgeMh16oUdx6+IAgFXnV+XYypIVWBytHAGwhYWIiLJjYCkitFqgTx/g11/lEv5r1gDNmgGJiUDr1sCN/88cdV3r4vP6n8PK3AqN3RsDMOwW2n19NwBgfPPxeKvCW0jXpWPknpHK6wdvHkTr5a2RlJ4EANh0eRMAYOOljQCANF0atl3ZppQPexCGmw9vwkJrAa1Gi13Xd+HkvZNG7+dQxCHEJMeguHVxRI2IgncJb6RkpGDDpQ3Zyl66LwfctvFuA4CBhYiIsmNgKaKsrYHNm+VS/tHRQKtWhpsnAlACS9b6LNFJ0TgVdQoA8FaFtzCj1QyYacyw4dIG7Li6A5fvX0a7Ve2QnJGMN7zegLnWHBdiL+B63HVsvLxROe8fl/5Qfs4aD/NG+Tfwfs33AQBTDk0xWv/1F9cDADpU7QBLM0v0rN0TAPDbmd+ylc1qYWlXuR0A4HbCbaRmphq9BhERvToYWIowJyc5nqV8eeD6daB6deC11+S+RDt2AH5uMrCcvHcSjzMeK+NP6rjUgbOdM3ycfTDktSEAgAE7BqDD6g54lP4ITT2aYvsH29HMsxkAYO6xuQi9F6pcd+e1nUhOTwYA/HntTwBAm0ptMLrJaAAy0DxMffjMeuuFHhsuy5aU/1X7HwDgw1ofAgD239yPWw9vKWXTdem4FncNgNw/yd7SHgIC1+Ou5/n3VtQkpycX2AwrIqJXBQNLEefqCuzaJadAx8UBR48Cy5cDbdsCzet4ori5KzL0GQi9F6qMXwmoGKC8P7BFIMo5lEP4w3BceXAF7g7u+KPLH7CxsEGHKh0AAD8e+xEA0MS9CbycvPA48zH+vPYnktKTcPCmHPX7tvfb8HH2QaUSlaAXehy5c+SZdT5y5wgiH0XCwcoB/hX8AQCeTp54w+sNAMDys8uVstfjrkMndLC3tEdZ+7LwLinH3rws3UI6vQ71F9VHzZ9qKt1wOfls62fwX+b/Um+/QET0XzCwvAC8veWsoWPHgA0b5LL+JUoAd+9oEH9WtrJ8c/A7pVunVcVWynvtLO3wY2sZSGzMbbDp/U0oU6wMACiBRS/0AIBOVTspLSIbLm3A1rCtyNBnoELxCsog3pzGzfxbVndQu8rtYGVupRzvUbsHALlvUJas7qCqpapCo9Eo13lZZgqFPQjD5fuXcTvxthL+/u1BygP8fPJn7AvfhxORJwq5hkRELwYGlheErS3QoAHQqRMwaxYQGQl8/TWA2zJA7LohW0ReK/caXvd43eC9nap1woYuG3Dw44Oo51pPOe7p5Ik6LnWU5x2qdsB71d8DAKy5sAYfbPgAAPB2pbeh0chtA5q4NwEAHL59OMd6xj+Ox5oLcsfp/1X/n8FrHat2hFajxaX7l3A38S6AJwNuq5aqCuDJ7KZzMefQZ0sfNFjUAEfvHDX6+7kUewlTD01FdFK00bKF6ekAkjUg+t+O3T2m/Hwm+kyernPz4U2D6e1ERC8bBpYXlJUV8M03wE8j5Cq4yLBB45QgHPz4ICzMLLKV71StExqUbZDteFYrS80yNVGpRCU0LNsQHo4e0As9tBot2ldpj4lvTFTKZ7WwHL1zFJn6TINzpWWm4d217yLyUSTKOZQz6JoCACdrJyUw7b+5HwBwNvosgKcCy/93Cf1+9nf8cuoXnIg8gaZLmmJG8AylJehpUUlR6L25N2rOr4nR+0aj45qO2eqlJoPAciPnwHL07pNAdiYq94ElITUB9RbWQ6NfGxWpeyciyk8MLC+4fu/WxveVjwBzriD4+9H4fakldDrT3z+w4UB84PMBZgXMAgBoNVpsfn8z5r09DxFDIrD5/c0oYVNCKV+9dHU4WDkgOSMZ56LPKcdTMlLQa3MvHLh5APaW9tjWbRtsLGyyXa+FZwsAwP7w/UjXpWPntZ0AoAwAzmphAWTAedv7bWTqMzFizwh0+6MbHmc8Vl4XQqDdqnZYfHox9EIPSzNLHLlzBFMPTUXko0h039AdPTf1VL7Ek9OTMTNkJu49erINQEF7OrBcvn8ZEQkR2co8PR7obMzZXF8j9F4o4lPjcSfxDq48uJK3ihIRFXEMLC+Bkd38MG5wOQDAp5/K2UX16gEeHoCjo1yMLjY25/eWtC2JFe+uUAbHAnKW0RcNvkBZh7LZyms1WjQq1wiAHMeSmpmKoH+C4DXbC6vOr4K51hzru6xHbZfaOV7vjfJy4O3+m/vxV/hfSEhLgIudi9JyU8u5Ftzs3VCpRCUEfxKMbd224ae3f4KF1gJrL6zFG7+9oXT77Li6AyciT8DO0g4hvUPwa/tfAQCBBwPhM98HK8+txLIzy/DnVTnTadz+cRi+ezgG/jkwl79h4/68+ieG7xqurDIMAJn6TGWauaudKwBgz/U9Bu/TC71BC8u56HM5tiQ9T2jkkxlep+6dynXdiYheBAwsL4kJE4DPP5djXZKSgFOngNu35cJzS5YAVarIMvv3Aykpxs/3PFnjWA7dPoTuG7rjq7++QmxKLMo7lcf6zusNBv3+2+ser8NMY4bwh+HKKrudqnaCViP/KBazLIbrg67jcv/LqFa6GjQaDfo16IfdH+1GceviOHr3KFoua4nEtER88883AIB+9fvhtXKvobtPd3Su3hmZ+kzEPY5DMYtiAIAFoQuQlJ6EX0/JQLP96vbnztj5twUnFuD99e9j+5XtOYYJvdCj95bemHlkJmYfma0cvxh7EamZqXCwcsCn9T4F8GQl4ixXHlzBw9SHsDG3gbW5NZIzknM9pftk1JOF/HLavZuI6GXAwPKSMDMD5s8HEhKAc+eArVvlFOh9+4A6dYD4eGDSJODNN4GKFYHLl42e8pmyWkPWXliLDZc2wEJrgSUdluDKwCvoULXDc99rb2WP+m71AQB7bsjWhveqvWdQxtrcGmZaM4NjLbxa4MinR+Bq54oLsRfQZHETHLlzBFZmVhjWaBgAQKPRYME7C9CtZjdMfmMyjvWRg1n/vPonJh+crKyFkpqZarCa7/OcjT6L/jv6Y82FNXhn1TuoPKcy1l1YZ7AJ5PG7x5XdpqcHT1euk9Ud5Ovqi9aVWgMA9t7YC53+SZ9dVndQfbf6qFG6hnLN3Hh65eGsFp2cPEp7xPVgiOiFxcDykjE3B2rWBN55B2jYUAaU48eBpUuBbt3kZotRUUCHDsDDh3m7RsOyDaHVaJXWhp/a/oSP63wMc625Se/PWo8FAErYlFDGrxhTuWRlbO22FTbmNjgfcx4A8Gm9T+Fi52JwvpXvrcTYZmNRvXR1vFn+TQgIfB/8PQDA09ETgAxbgNyJ+vczv+e4C7UQAoN3DoZe6FGjdA04WTvhevx1dFnfBQHLA5QF8LK2NwCA+NR4zDk6B8CTwFLfrT4alm0IBysHxKfGG3QBZQWW18q9puwNdSb6DNJ16Vh8arHR8TaJaYkG41ZOR53O8V5SM1NRZ2Ed1PipRq5al4iIigoGlleAuTnQsyewciVw9izg7g5cuQJ88AFw6JAMNOvWAZMnA5s2GT+fvZU9fF19AQBf1P9C6e4wVdY4FkDOUsppVtOz+Lr5Yvm7cuE5C60FRjYe+dzyn/l+pvxsb2mP3zv9DkCu4Lv58mb4L/NHj0098M3fsntJCIGw+2G4k3gH6y6uw4GbB2Btbo3tH2zHnaF3MKH5BFiZWWHPjT1ot6oddHodNoVtAgC0r9IeADAjZAYS0xKV1YPru9WHudYc71R+BwAw8eBEJVRkhRe/sn7KuJ8z0Wcw7q9x6L2lN1qvaI10XbrBPf1y8hc4TnHE3ht7lS4gFzsXmGnM8ODxgxynN2+4tAE34m/gTuIdbA3bavT3HJEQgZ+O/4QMXYbRskXFpdhLqD6vOn4O/VntqhBRAdCInP537AWTmJgIR0dHJCQkwMHBQe3qFHmhoUDTpkDqM7brWbRIDt59nouxFxF8Oxg9a/fMVeAA5Gyd4lOLI0OfgW3dtqFt5ba5ej8gZxk9vQHks6Tr0uE+yx0xyTEY1HAQZreejSpzq+Bq3FWDViIAmOo/FXtu7FG2OMgyofkEBLYIVJ5ffXAVfr/4IT41HsMbDceMkBmw0FogakQUmixugsv3L6OuS11ciL0gtx4YeA0VS1TEtbhrqD6vOjL0GdjabSte93gdJb4vAb3Q487QO7gadxVv/PYGStiUQFJ6khJUxjcbr0wtz9Rnwmu2F+4+uotG5Rqhc/XOGLZ7GDpW7YhrcddwPuY8try/Be2qtDO4h5bLWuKv8L8AyGC1+f3Nz/2d1V1YFxdjL+LH1j9ioJ/hIOVMfSZ0ep3BooBFwYcbPsSKcytQy7kWznyet/VsiKhw5eb7my0sryBfX+CPP+RCdBUrymX//fyAlv+/pEvfvsCKFc8/R/XS1fFpvU9zHVYAObB2VsAsDGgwAAGVAoy/IQdvlH/DaFgBAEszS/zY+ke87f02RjcdDY1Gg87VOwOQg2UbuDXAYL/BAIBRe0dh7429MNeaw0wjx9BULF4RXzb50uCc3iW9MaH5BACyNSWrPiVsSmBOmzkoZlEMp6JOIV2XDidrJ1QoXgEAUKlEJQx9bSgAYPDOwXjt19egF3qUdyqPsg5llS6huMdxSNelw8vJCwDw7T/fKuNUtl3ZhruP5KJ7IXdCsPj0YgBAPZd6qOtSF0D2cSw34m8oYQWQY3riH8c/83c2+8hsXIy9CABYe3FtttfbrmyLcrPKFer0cGOik6KVbr4LMRcMpr8Xlp9Df0aZaWWeu9DhzYc3MXzXcNxPuV+INcublIwU/Hb6N3YhUpGRp8Ayb948eHl5wdraGn5+fjh27Nhzy69btw5Vq1aFtbU1fHx8sGPHDuW1jIwMjBo1Cj4+PihWrBjc3NzQo0cPREZG5qVqZKK335ZL/V+7Bty9Cxw5AuzZA/TrBwgBfPgh0KaNHLx77JjsNkrLx21u+jfsjzlvzzF53Mt/0bVmV2z/YDtc7eXU4g98PoCZxgwudi7Y2HUjZgbMRJcaXQDIGUthA8KQ8nUKLvW/hNC+obC1sM12zn4N+hmsGZO1AJ9/BX+EDw7Hl42/RCnbUuhdt7eySjAAfN3sazgXc8aN+Bu4fP8yXO1csazTMgBAcZvicHdwBwCYacyw/YPt6FKjC3RCh+4buuNh6kMsOLEAgByYDEAZy1PPtZ6yavG/ZwotPiVDTauKreBTxgcZ+gyD3bn1Qo9FoYuw/OxynI85j4kHnywUeDjiMKKSopTnF2IuYPf13bifcl9Z0bgoWHRyETL0svtKJ3R5XjE4r4QQmBY8DbEpsZgeMv2Z5UbtHYWZR2YqXZBPS9el43bC7YKsZq4M+nMQPt78Mcb9NU7tquTJ++vfR6NfG3Hn95eJyKXVq1cLS0tLsXjxYnHhwgXRp08f4eTkJKKjo3Msf/jwYWFmZia+//57cfHiRTF27FhhYWEhzp07J4QQ4uHDh8Lf31+sWbNGXL58WYSEhIiGDRsKX19fk+uUkJAgAIiEhITc3g79i04nxIABQmg0Qsjo8uRRsaIQISGG5dPShNi3T4jHjw2P6/WFV+e8OBt1VkQ9ilKe6/V6g+em2Hx5s0AgBAIhbifcNvl9a86vEZaTLcX/1v5P3E++b/Bap9WdBAIhBmwfIIQQIjY5VrjNcBMIhPBb5Kdcb+35tcrPCIS49+ie+OvGXwKBEF6zvYRerxcRDyPEoVuHRNkZZZX3fPv3twKBEP7L/JVrTj442eBcCIRouripaLiooUAgxE/HflLKfrX3K6VM418b5+r3lSU5PVmkZabl6b05Sc9MV+6x2LfFBAIh5hydk2/nN8XZqLPK78VqspV4+PhhtjIZugzhGOQoEAhRbW41g9dSM1JF418bCwRCvL74dbH+wnqh0+sKq/rZ3Iy/KcwnmQsEQrjNcFO1LnlxMeai8nnsD98vhJB/xw+EHxCP0h6pWzkykJvv71wHloYNG4r+/fsrz3U6nXBzcxNBQUE5lu/SpYto27atwTE/Pz/x2WefPfMax44dEwDErVu3TKoTA0v+u3ZNiCFDZEjx8hLC0VGGFjMzIQIDhcjIkCGlVSt5vFkzIZKThbh9Wwg/PyFq1BDi7l2176Jg6fV6MSN4hlgUuijX703PTM/x+LUH18TM4JkiOT1ZOXYy8qTyRYxAiIDfA4QQQjT5tYlAIITrdFchhBAPUh4oZarMqWIQQEpOLSlSM1LF9bjrAoEQ2olaERoZKvZc3yM0gRqBQIjys8sLBEJYTrYUZ6LOiO8PfS8QCNHyt5bK/XrN9jI4752EO7m67+T0ZFHpx0rCIchBLD65WOifkWzD7oeJaw+umXTOdRfWCQRClJlWRozaM0ogEKLnxp65qpcQ8jNJTE3M9fuEEGLigYkGv5dfT/6arczfN/82KBPxMEJ57bOtn2ULjUP+HJKnumR5kPJA9NnSRwRHBOf6vf239zeoy+GIw/+pLoUtK5gjEGLqoalCCCF+P/O7QCDEZ1uf/d2jtgxdhjgTdeaZfy9eRrn5/s5Vl1B6ejpCQ0Ph7/9kVVStVgt/f3+EhITk+J6QkBCD8gAQEBDwzPIAkJCQAI1GAycnpxxfT0tLQ2JiosGD8lfFinKTxWvXgPBw4OZNOatIpwMCA4FmzYB33wV2///2OH//DbRvDzRpItd/uXBBvv6sgb0vA41Gg2GNhuV6lhSAZ479qViiIoY2GmrQDVXXtS7Wdl6rLK73ef3PAQCjm44G8GR37hI2JZRxL2EPwmCuNYeXkxeaejTF/LbzYWVuhQrFK6Cxe2PohR6+P/ui/ar2EBDoXbc3bgy+gYtfXMT5fudRy7mWshHmgZsHcD/lPkLuhODmw5uws7RTZon9cemPbPcghMCyM8vw4YYP0X97f0w7PE0ZB7H87HJci7uGxLREfLLlE7y57E0M3zUc3/79LaYHT8fUQ1PR+NfGqDK3CmotqGVSF8nC0IUAgD71+iiLGpq667UQAuP+GgenKU6w/MYSDlMc8N0/35n03qdtuLQBgNyTCzDckTzLjqs7DJ5nbYa5+NRiLAxdCA00WNZxGUY3kZ/r7KOzsevarmznMdWM4BlYdHIRPt36aY5T3Z8lKikKv5z8BQBQpWQVAMAfF7N/zkVZ1ucBPNlcdOsVOTvuz2t/qlInUwzdORS1F9TGqvOr8vT+SQcnofaC2srmsvlFCIEPN3yIucfm5urPUr7LTRK6e/euACCCgw0T+8iRI0XDhg1zfI+FhYVYuXKlwbF58+aJMmXK5Fj+8ePHol69euKDDz54Zj0mTJggAGR7sIWl4C1fLoSDw5NuImtrIaZPF8LG5skxb28hiheXP3fsKMTQoUJ06iTEpk1q1/7FtjVsq5h+eLpB8/yl2EsGrTGbL28WPTb2EMvPLBcJqTn/fbgZf1N0XttZaVmpPb+2SElPybFs3QV1BQIhJh2YJPpu6SsQCNFjYw8xK2SW0n3xtAcpD8S7a97N1lrQflV7odfrRfV51QUCId5a9pawmmyVrdy/H4H7A5VzP854LNZfWC8+3PChmHdsnnIvWfdxI+6GuJt4V2lBSkpLMvo7/e7v73K87sZLG42+N0tWq5XZRDMRGhkqEAihCdRk6yasNb+W0h2EQIjOazuL8PhwYf2NtUAgxOSDk5WyA7YPEAiEcJnuImKTY02uSxa9Xi8q/FAh1y0ker1efLHtC4FAiNd+eU1suLhBIBDCc5Znnv+v/1LsJVH/5/qi4+qO4qdjP4mb8TfzdB5T3Yy/afBZeszyEHq9XjhPc85TF25hiU2OVf5OtF/V/pnlLsRcEL039xbbr2w3+Ew2Xdqk3N/Tf5byw+KTiwUCISwmWYiw+2H5eu7ctLAU/IjHXMjIyECXLl0ghMD8+fOfWW7MmDEYNmyY8jwxMRHu7u6FUcVXXvfuckp0r17AyZPA6tVA69aAjw/w3ntAjRpyoO7Zs0BAgOG6Lhs3AuPHyy0CtDm07aWkyK0FcqLX5/yeV8k7ld9R1nLJkrXLdZb2Vdor68E8i6eTJ9Z2XourD65i25Vt6ObTLceNKgGgS40uOBV1CuMPjFeOfVDzA1QvXR1Ddw3FoYhDGLJzCE5EnsCthFuISopCpj4TFloLDPYbDAszC0wPno4tYVvwxfYvcDH2Iuws7bCu8zpEJ0dj8+XNiE2JxYOUB8jQZyBTn4k6LnVgaWaJobuG4tdTv2Jss7E4cucI2q9uj7jHcQCAFWdXoIl7E2wO2wwBgTfLv4nyxcsDANzs3RD5KBKno07LqfNXtsHG3AbFbYrjncrvoHLJysjUZ2JR6CJ89ddXAIBpb01Drzq9MPHgRMw5NgcfbfwIa/63BhWKV4CDlQMszSxha2Gb4wDsjZfkAObmXs1Rz7Uemno0xaGIQ1hxdgVGNR0FALiTeAdno89CAw2m+k9F+9XtsffGXgzbNQypmalo4dUCX73+lXLO79/6HvvC9+HS/Uvos7UPNnTZAI1Gg6sPrmLrla0o71QeVUtVRcUSFWFpZpmtTsfuHsON+BvK80UnFxnMqhNCIPxhuDKDDZDT1QfsGKC0WI1rNg4tvFrA1sIWtxJuIfReqLJK9dPv2XF1B97wegP2VvY5/hkavXc0TkSewInIE8oiiw3LNkSfen2UQekZugwsPrUYb5Z/U9mxPbeikqJQplgZ5Rr1XOvh1L1TiEiIwN+3/kZ0crRS9nDEYXSt2fWZ57r36B6G7x4OCzMLjH19bK7rlK5Lx7Bdw1DfrT4+rvPxM8sdu3sMzsWc4enkiV9O/oI0nZzZ8Ff4X0jXpcNca44xe8fA3soeX7/+NTL0Gei8rjMuxl7Er6d+RRP3Jhj62lDUKFMDn2z5RDnvhksbMLbZ2FzV+VluxN/AoJ2DAACT35iMyiUr58t58yJXgaVUqVIwMzNDdHS0wfHo6Gi4uLjk+B4XFxeTymeFlVu3buGvv/567nxsKysrWFkVrTUgXiWensBffwGZmXJROgBo1QqIjgZsbACNRk6RXrIE+OUXGWbS0uTPkybJrQOWLQPs7OR79Xq5aN3kycD//gf8/jtg8VSPyaxZwNdfy+nWQUHyGvTfeZf0xtBGQ59bZlijYYh7HIffzvyGmOQYuDu4o2WFljDXmuO1cq/hyJ0j+OHoDwbvqVKyCla8uwK+brLbyExjhm/++QYLQuUMp151esHR2hGO1o4Y2STnhf9SM1Mx+e/JuJ14G+sursPovaMR9zgO7g7uKG5THGejz2LknpG4FndNOWcWX1dfRD6KxKKTi7DmwhqDWSLDdw9Hw7INER4fjtgUuSPoyMYjMaLxCADAjFYzcC7mHA7cPIC2K7OvD+RczBlVS1XFN29+g6YeTSGEUGZLdaraCQDQo1YPHIo4hG/++QZtK7dFzTI1lV3J/cr5oY13GzhaOSI+NR4bL2+EVqPFj61/VLr8AMDGwgYr3l0Bv1/8sOnyJiw+tRgBlQLQfGlzZRsIADDXmqNi8YrKtP0yxcoAAFafXw0AqFaqGi7dv4Q159dgdsBsOFo7QgiBT7d8isWnF2Oq/1R82eRLZOgy0HFNR+y4ugMaaDCj1Qy87f02AOBt77ex/uJ6rL2wNltg+ebvbzDx4ET4uvpiX499cLR2NHj9XPQ5bA7bDA00GN10NA5FHMKhiEM4dvcYjt09BhtzG3Sv1R3f/P0NJv09CVVLVcX5fuezbc1hzKLQRei7rS/quNRR1i/qUasHUjNTcTH2IqYFTzMof/j2swPL9ivb8fHmj5Wp5yvPrcTnvp9jRsCMHMNhTlafX415x+cBkBvG9qjdI1uZOUfnYNDOQbCztMPuD3fjp+M/Ka8lpSch+HYwMnQZyirdlmaW0As9LsZehIOVA9J16Th8+zAO3z6svM+njA8uxF7AqahTCI8PV0J8bgkhcC7mHKKSohB4IBBJ6Ul43eN15e+JWnK9cJyfnx8aNmyIOXPk8uN6vR4eHh4YMGAARo8ena18165dkZKSgq1bn6yu2bhxY9SqVQsLFsh/wLLCytWrV7F//36ULl06VzfBheNeDEuXAp99BqSnyxCzZIkc4xIUBGzf/qRc165yHRgzMzmdulEjOXYGAKpVkyv21qmjxh28ujJ0GQi+HQwvJy94OsntDfbd2Ce/ZEpWRVOPpqhSqgrK2peFq72rwZdvamYq6iyog7AHYdBAg7ABYSb9H+vQnUMx++hsWJpZIl2XjvJO5XG231lEJ0Wj2rxqyjRmBysH3Bt+T2n9mHRwEiYcmKCcp1G5RqjnWg/X469j9/XdymKBJW1Kol/9fpj4xkSD+sYmx+Lz7Z/j1L1TiHsch0fpj7JtelncujhOf34a269sxxc7voClmSXCB4fDzd4NGboMBCwPwP6b+1GheAX8/M7PGL1PtjJMajEJ45qPw3tr31PGWXxR/wvMazsvx9/B94e/x6i9o1DMohjKFy+P8zHn4enoidLFSuPy/csGa6QUsyiG4Y2GY2STkag8pzLuJd3D5vc3Y/Te0bh0/xJ+evsn9GvQD3OPzVV2LLfQWuB4n+P47cxvmHVkFmzMbbDqvVUGe4KtvbAWXdfLL/fPfD/DVP+pcLR2xMPUh/Cc7ansT/W6x+vY+eFOg1aobn90w+rzq9G5emes7SzXyYlKisI3f3+DecfnwbmYM3Z034HGvzZWWhdWvLsCH/h8kOPv43bCbWg0GpS1L6ssF/Aw9SEq/VgJDx4/MCh7a8gtTDgwAUtPL1WOZQU4X1dfnOh7ArHJsYhOjlbGHi04sQD9tvcDANR2rg03ezdlzMtgv8GY3Xp2tjqlZaah3/Z++PvW39jabSuqla4G/2X+2Be+D4AMlcs6LkOlEpUgIFDSpiT23NijXCfrc8jQZ6C0bWm08GqBdRfXYVSTUbgad1X5c6KBBpZmlkjTpeG3jr/Bv4I/Zh+ZjQ2XNuB6/HXYW9ojtG8o+m7riwM3D2Bmq5kY2mgoDt48CK1GC183X1iZWeF6/HUkpSehnmu9HH/HANBnSx/8cuoX5bm9pT3O9jurjJHLT7n5/s51YFmzZg169uyJhQsXomHDhpg9ezbWrl2Ly5cvw9nZGT169EDZsmURFBQEAAgODkbz5s0xZcoUtG3bFqtXr8Z3332HkydPombNmsjIyMD//vc/nDx5Etu2bYOzs7NyrRIlSsDS0niiZWB5cYSEyMG4UVGGx62sgAEDgB9/BDIy5F5IX34pV9y9cgVo0UJu2BgVJVtYfv9ddkHdvQtcvChbZLRaICYGiI2V+yj5+qpyi5SDwxGH8dbvb+G96u8p2yMYczH2Imr8VEN5fqDnATT3ag4AGLJziNKy07deXyxst1Apt+PqDqV1pHLJyjj66VE4WTsBAO4m3sX2q9vh4eiBluVbmrzwoV7okZiWiOtx1/H59s9xIvIE6rjUweX7l5GamYpZAbMw5LUhSvkHKQ/QYFEDhD8MV45ZmlniZN+TqFGmBhaeWIjPt3+O4tbFcXXgVZS0LZnjdXV6Hfx/98eBmwcAAKVtS+Pop0dRvnh5CCFw99FdnIg8gW//+VYZaFzatjRiU2LhZO2EqOFR+On4Txi2exhK25ZGu8rtsOzsMmTqM+Hh6IGIhAilCw0ANnTZgE7VOmWrQ/8d/ZWuIk9HT+zvuR8rzq3AuP3jUN6pPOIexyEhLQG1nGthZOORaF+lPcLuhymLI5767JSyThAgv+RrLaiFKw+uwNbCFikZKbC3tMej9EeoXLIyLnxxwWCNputx1zFm3xisu7gOAGBrYQv/Cv5Y1G4RZoXMwpTDU1CtVDW0LN8SC0IXoHWl1tjabSvmH5+PL3Z8oZxnWcdl6LGpB8w0ZogcHgm/X/xw8+FN9KzdEw3LNkT/Hf0ByB3gZwbMhLW5NdZdWIcu6+U6Tes7r1cGowNAQmoCOq7pqHw+Hap0wJw2c+A52xMCAq0rtVZa13IyqOEgHL17VNmi4+vXv0a1UtXw4cYP4eXkhdsJt6ETOrT1bovtV+X/1TX3bI79PfcrgU0IgSsPrqCYZTGUcyintNw09WiKd6u+i2G75fAJM40ZLM0s8ThTLqq4oO0CfFb/s2x1WnF2BT7c+CG0Gi1qlqmJMsXK4KumXxlsqZKfcvX9nZdBMnPmzBEeHh7C0tJSNGzYUBw5ckR5rXnz5qJnz54G5deuXSsqV64sLC0tRY0aNcT27duV18LDw3McQAtA7N+/36T6cFrzi+X2bSGaNxfCwkJOmW7dWojQUPnahg1y6nTWAF5AiLJlhYiLE+L+fVk263j16tnXinn60b69HOi7bZsQx48X/bVhXnaP0h6JTF1mrt7z+uLXBQIhBu0YZHD8fvJ94TTFSSAQ4uido9les/3WVth/Zy8uxlz8z/X+t+tx14VDkIMywPGtZW/luE7J2aizwjHIUVh/Yy0+3PChQT1T0lPE4D8Hi3039hm93q2Ht0TJqSWF1WQrcejWoRzL6PV6se7COlFuZjmlXr039xZCyN9Hqe9LGQxEfX/9+yLqUZTB8S93f/nceuwP368M5PWa7SVKTC0hEAix8uxKcTjisLD/zj7HAczvrHwnx/Ptub5HKWMxyUKcuHtClJxaUpkWfj/5vth1bZd4f/37wmKShTKY2WyimfI+95nuyqDlzZc3K7/brGUDTtw9oZS1nGwpUtJThPtMd2XAeE71HbRjULYBxl/u/lIgEMIhyEFcir2k/F7rLKgjEAhh952d0E7UKoOpEQjRfElzkZqRKnpu7CmcpzkLj1kewmOWhyj2bTFhMclCjNg1Quj1evEg5YHwXegrSk4tKe4m3hXRSdEG9Wm6uKlIz0wX76x8R5SYWkK5/rNEPIxQfldZ53j6c876XRb7tpi4Hnfd4L034m4on+PTA94LUoGuw1IUMbC8mJ4VIE6eFOKjj4SwtJThZc+eJ69lZMj1YbJCiUYjRLVq8uHtLUTjxnJtGK02e4AZOFAujEcvjlsPb4lfQn/JcaG5s1Fnxc6rO3N83+XYywbrnOS39RfWK+vb3E189oJD8Y/j87y2y9Nik2NFZGKk0XKJqYli+K7hosHPDcTl2MvK8YTUBLHx0kbRf3t/8fnWz5UZVBsubhDaiVrR8reWIkOXYfT8kYmRotKPlZQvP+8fvZUQGpMUI745+I2y0KH5JHNR4YcK4kzUmWee7/317wsEQozdN1YIIUTQP0HPnDHW6vdW4kzUGZGemS6O3jkqKs+prLz2+uLXc5zFlJaZpsy8yZrR1nVdV4PzTjwwUXj/6C0QCPHJpk9yDJ/pmemi6eKmyme+LWybqLewnkAghPM0Z3Ey8qT4aMNHRtfiyfLv33WGLkOkZqQqz30X+irnWX5muRBChlJTF/Br8HODbAHsdsJtcfXBVZGemS6aL2kuEAjRbEkzodPrRKYuU6w6t0r5bJv82sSkPw/5ITff39z8kIqs+/eBxESgQoXsr23dCjx8KGco5TTkKSwM+O474Px5OQj45EkoWw78+itgaSmfHz4sx9G0bCnLPU9KitzCoHFjwNo6X26RXmDBt4PhXMwZFUtUVLsq/8mdxDtwLuZscvfY7YTbaLa0GW4+vImlHZaiZ52eBq/rhR5J6Umwt7Q32JYiJ2mZaQi5E4Jmns2g1Wjl2IqF9XA17ioAOc7o/Zrvo1edXsog7iwPUx/ik82f4PDtw/iz+5/PHJPR6NdGOHLnCMY1G4dJb0xSukwAoE2lNtj+wXakZqbi0v1LqOtS95l1jkmOQduVbQ3W+CltWxoHPz6IaqWr4VrcNVSdWxU6oYONuQ2iRkTBwSpv30df7/sa3x36DiVtSuLOsDvKVhymmndsHgb8OQBdanTBqvdWGYzRAuTMn1rzayE5IxlO1k5KlycAlClWBkc/PVog41VyUuBdQkUNW1jImOXLn3Q1OToK0bmzEFWrPml96dpVdjs9y4ULshUHEKJMGSG+/VaIe/cKrfpERUpscqzYeXVngazIqtPrRFJaksn/h2+s1WHz5c3izd/eVNZeOX3vtNJFdOX+lVzVLTk9Wdk+o+TUkuJs1FmD1z/Z9IlAIET3P7rn6rz/Fh4fLuotrCd+Cf0lT+/X6XXifPT55/5ufgn9xaBFqPiU4mLSgUki/nF8HmudN2xhIcrB9u1yEO/TA36LFZMtLDodUK4cMGYM0KPHkynXgJyx1LevbGHRaGTEyVKvHvD++0D//s9eQybL5s1yg8lvvgGesYgzERWCxacWo6x92TztFq8XemwN24q6rnXh4ehh8FpSehKWnFqCbj7dUMq2VH5Vt8DcTritzIIr71QexSyLFXodCnSWUFHEwEKm0unk7tO7dwNubnIK9aVLsqvomlzSA46OcmG8Tz8F5s4F/n/2Pd58U64fc+AAMGeO3IIgS7lywLffyvPktMDdwoXA53JFfQwcKGdDPYsQQHCwXGjvo4+A2rXz5daJiIocBhaiXEpOlmNb5sx5ElyyaDTA2LFyhV6zp9azio4GtmyRQeXWLXmsbl1g2jQ5DdvMTE67XrBAtqpksbCQY2zKlwcSEuQCfCVLysX11q4FfvgBCA2VZV1cgNOngadm+xMRvTQYWIjySK8Hdu2SweXPP2WQWL5cDu59ltRU2WLy7bdykDAgB/W6uj4JMoBcV+bUKdkt9OGHcvG7UaNkq0/16sCDBzIEAXJdmuLFZfeVvz8wcyYwYgQQESHrY+oaM4mJcvE9Hx+gTJk8/UqIiAoMAwtRPrhzR45lMXW8SWwsMHGi3IIgLe3J8SZNZPdSz56y5aRBg2efo2xZOR6mTx95vvr15diZp9naytV+335btgytXy/H2URHy5BjZyeD18OHMiDpdDKsbNgg65KT1FQZkozNlCIiyk8MLEQqysyUYSciAqhYUYaQp3XuLEOGhQUwe7Z8Hhwsu5ACAgz3UVq2TAYdAOjYUYaX3btzV59ixWSwsbCQ3VV9+z7Zj0kIuUXC4MGy+2niRDmIOD83mhSCQYiIcsbAQlSExcbKDR07dXp+a0uWLVsAe3vgjTfktgVDhshxMfr/396mWjXg449lN9HDhzKcmJnJbqmGDYFSpeQg4nVyVXMULy43mXRxkRtRPr2jNiCvJYR8f6tWciuFZs1yP47m8WNg9Ghg0SIZtr76CvD2lmHO3Bxwd+cO3ESvOgYWopdccrLcRFKjkbOajLVgCCFnPM2YYTiuBpDhYdIkWWbaNBl6cuLiIhfp0+lkqPH1lYGoRQvAw0OOzZk7V46bqV1b7uh9/vyz62RrC9SsKbu2mjSRY4bWr5chbtEiGayI6OXGwEJEOdLp5KDiv/8GHj2SIeWTT+RYGUAGodu3ZfdRdLRsfdm2TW48+bx/KUqUAOLish93dpaDkXfuBP74Q57DxkZ2m2VkPPt8Xl7A6tWAn59p95WUBCxeLAckt2oFfP31k24vU127Bvz0k9xU81ljfYgofzGwEFG+Sk6W3UdJSbK7KSZGzj4KDpbr2uh0ssWkTx85++nsWdlyM2LEk9lJsbGyC6hECVn+xg25NcLmzXJNm8aNZWvLt98C4f+/yXHNmkDbtrL7qHRp2f1VrZo8txCyDitWyN274+Of1LdSJTk+qE0bec3792VrT8OGOS/wd/q0HD8UEyOf9+oFTJmSu5lVSUmyPq+/Luv3NCHk6/b2pp+P6FXAwEJEhebRI+DMGRkkSpb87+eLj5czpdatky0x/2ZtLUNHYqLh65UqAd27y+6kyEh5zNMTqFJFdk9lZspurdGjZT1PnJDnsLOTg5sTEuQA6bt35Xvt7IChQ+WYoRIlnl/nGzdk2AoLAxo1kiGqfHkZVP74Q47fuXpVjieqWVPuc9WoUc7nCguTCw2mpMiwVbWqDFOVKxt2/en1HANELz4GFiJ64cXHy+6o4GDZQnLvnmy5efToSRkbGzmgt3t3uVaOmZkMHpMny4UAnx6P4+DwZJ2cnLz+utxU8+JFuRpx1uJ9gAw45cvLhQGrVJGbYO7dK8cPvfWWbCWKjTW8Vo0aMjj9e8wQIEPX6tUy5Jw8KafBV64s73fw4OxT2QG5ls7ChXLs0MSJsgXpgw/kGkC57f4iKioYWIjopaTXy+6itDQZFkqVkuvH5OTxY7m9QWQk8M47ctfvxYvlDCs7Ozlux9lZBqASJYAvvnjSXSSEXLdmwgTgwgXT6la3rhx0PHKkDFlZbG1l11i/fjJ0jRsn97XSamXQSE7Ofq4WLeSssPR0GY7++efJIOvy5WWLTpbatYE1a2SQepa4OBmi/t1VlRMhgP375e/pr79kK9OYMaa15gghW6siI2Xoe3pPrqcdOSJbsjp1YivRq46BhYgonzx8KNfUuXJFtrpcvgzUqiVbdOLj5YBiQHbz2NnJrqddu2TAKF5ctow83VWWmSn3lfr1V/m8RAkZvm7dkoFi8mQZcJ7+Io+Lk8Fh2bIn7xkxQrayxMTIlqUePeQMq9Wr5ZggFxfZxRUeLoOSs7Mcl9Ojh3weHi67p5ycZIvOX3/JFp5t2550i2V59105xmjbNnmPEyfKjT+FkKsxFysmxyV98smTafLu7rJ+b74pr3H/vuyGmzFDtk4BQNOmsgvPygq4fl2ew8rqyaNMGblP179l7bOem7Dz6JEMSrVrZx+bFBkp783fXwZbKjwMLERERZgQchPNkiVlaNBq5WrDWbOonmXnTtn6MXiw3LwzMlKuovznn6Zf297+SbeaRiO3hbh+XV7/6TIffii/vL/+Woavp2k0cjbW+fNPwk3WTuaWljIQ3LnzpLytrWE3l7m5LJdT19e/NWwoFzOsWVMGtc2bZUuZhYXcQqNtWxkQly6VG5levy5/hxUqPHk8egT89tuTMUtffikDoJ2dbA17990n22I0by7D4DvvPKlDZiZw86YMZ7Vqydaqp61YIfcBK15cTvHv109uzZFX8fHA/PmyZe3YMfn7ql9fBryPPzY8t04HHDokg6ubm+xaLF0679d+li++kJ/Fxx/n73kZWIiIXiEhIcDUqfJLq1Mn+SUeHy/DhLu77C5avFi2jGTN9HJ2fjI4GZBftO3ayS/qFi3kOBtAtkp8/rkMVx07yucrVz55X1ZQAeTKzmvWyAHYkyfLVZSzggAgw0OrVnLgMyBXXd69W4aXChVkq0pamgxIaWkyIOh0z793Dw/ZAmYKR0c5xgmQgad2bTlgPCND/j5iYp7cy9tvA6+9JsPgiRNPpuGbmcnj774rQ92MGcD33xtex9tbhggLC+Czz2TITE+XQeqdd+Tq1vHxcuuMR49kYHVykjPsEhNlF1zWjLV/s7CQn3HZsrLbc+tWwxYxCwvg55/zN1gsWSJbz7Ra2UVatWr+nZuBhYiIsomLk11B1arJVo+7d+VU7AoVZNeVqVsoHDokp6T7+so1a/R6uXln2bKGO5oDcozO3bvy//5zGtMSFyeDxL/fB8iws3YtsGOHXB8oOlqGjE8/lYOVZ86UgaZYMTml/q23ZGh6/FiO87lxQ95vUpJspWnVSi5OOHas4a7s770nW2ji4+Ug5h9+yL5OkI2NbOF5Ohw8HdYGD5YtH/Pny+69unXlda9eNe13+m9Vq8rZcq+9Jlt4jh+X3X1Pj4/KUry4/EyztgQBgHnzZKvI04SQ3YU3b8pA9qyvyzNnZPDs0kV+Ln5+8nf6zTeyxS0/MbAQEdFL78wZGZy6ds3dlHoh5Jd2SIgMUe+8YzgeJixMfjknJcmxSm+9JRcz1Grl+7ZvlwHnxAnZovHrr8BHH8n3XrkiQ9z9+/K5h4csW66cDF2rVsmuPTc3OQ7I2VkGvnv3ZItLbKzsUho2TLY8/dvx43K7jowMGZgaNJAtalZW8r6GDZNjh4AnIbB0aRlKb9+WD0C26AwY8CSoVqsmZ7bt3i0DXNZg8KzZdQEBMjjm9yBpBhYiIqICdvGiDCze3obHT5yQ3Ws1asjus9wsQPhfCSFnt3377ZP9xp5mZycDTNbijE+rUkWOAcrMlPd0/bo8R9myMkwVxNgYBhYiIiIVqb2w38OHclBz1kyu69dlN2DLlrLlZsMG2fKTnCxba06ceDK4+oMP5LiVO3dkl1zHjvk7buVpDCxERERksoQEOYA3PV0O2C2ssJWb728TlhEiIiKil5mjo5z1VJRxjUEiIiIq8hhYiIiIqMhjYCEiIqIij4GFiIiIijwGFiIiIiryGFiIiIioyGNgISIioiKPgYWIiIiKPAYWIiIiKvIYWIiIiKjIY2AhIiKiIo+BhYiIiIo8BhYiIiIq8l6K3ZqFEADkNtVERET0Ysj63s76Hn+elyKwPHr0CADg7u6uck2IiIgotx49egRHR8fnltEIU2JNEafX6xEZGQl7e3toNJp8PXdiYiLc3d1x+/ZtODg45Ou5i4qX/R5f9vsDeI8vg5f9/gDe48sgv+9PCIFHjx7Bzc0NWu3zR6m8FC0sWq0W5cqVK9BrODg4vJR/+J72st/jy35/AO/xZfCy3x/Ae3wZ5Of9GWtZycJBt0RERFTkMbAQERFRkcfAYoSVlRUmTJgAKysrtatSYF72e3zZ7w/gPb4MXvb7A3iPLwM17++lGHRLRERELze2sBAREVGRx8BCRERERR4DCxERERV5DCxERERU5DGwGDFv3jx4eXnB2toafn5+OHbsmNpVypOgoCA0aNAA9vb2KFOmDDp27IiwsDCDMi1atIBGozF4fP755yrVOPcCAwOz1b9q1arK66mpqejfvz9KliwJOzs7vPfee4iOjlaxxrnj5eWV7f40Gg369+8P4MX8/P7++2+0a9cObm5u0Gg02LRpk8HrQgiMHz8erq6usLGxgb+/P65evWpQJi4uDt27d4eDgwOcnJzQu3dvJCUlFeJdPN/z7jEjIwOjRo2Cj48PihUrBjc3N/To0QORkZEG58jps58yZUoh30nOjH2GH3/8cba6t27d2qDMi/wZAsjx76VGo8G0adOUMkX5MzTl+8GUfz8jIiLQtm1b2NraokyZMhg5ciQyMzPzrZ4MLM+xZs0aDBs2DBMmTMDJkydRu3ZtBAQEICYmRu2q5drBgwfRv39/HDlyBHv27EFGRgZatWqF5ORkg3J9+vTBvXv3lMf333+vUo3zpkaNGgb1P3TokPLa0KFDsXXrVqxbtw4HDx5EZGQk3n33XRVrmzvHjx83uLc9e/YAADp37qyUedE+v+TkZNSuXRvz5s3L8fXvv/8eP/74IxYsWICjR4+iWLFiCAgIQGpqqlKme/fuuHDhAvbs2YNt27bh77//Rt++fQvrFox63j2mpKTg5MmTGDduHE6ePIkNGzYgLCwM7du3z1Z20qRJBp/twIEDC6P6Rhn7DAGgdevWBnVftWqVwesv8mcIwODe7t27h8WLF0Oj0eC9994zKFdUP0NTvh+M/fup0+nQtm1bpKenIzg4GL/99huWLl2K8ePH519FBT1Tw4YNRf/+/ZXnOp1OuLm5iaCgIBVrlT9iYmIEAHHw4EHlWPPmzcXgwYPVq9R/NGHCBFG7du0cX3v48KGwsLAQ69atU45dunRJABAhISGFVMP8NXjwYFGxYkWh1+uFEC/+5wdAbNy4UXmu1+uFi4uLmDZtmnLs4cOHwsrKSqxatUoIIcTFixcFAHH8+HGlzJ9//ik0Go24e/duodXdVP++x5wcO3ZMABC3bt1Sjnl6eopZs2YVbOXyQU7317NnT9GhQ4dnvudl/Aw7dOgg3nzzTYNjL8pnKET27wdT/v3csWOH0Gq1IioqSikzf/584eDgINLS0vKlXmxheYb09HSEhobC399fOabVauHv74+QkBAVa5Y/EhISAAAlSpQwOL5ixQqUKlUKNWvWxJgxY5CSkqJG9fLs6tWrcHNzQ4UKFdC9e3dEREQAAEJDQ5GRkWHweVatWhUeHh4v5OeZnp6O5cuX45NPPjHY8PNF//yeFh4ejqioKIPPzNHREX5+fspnFhISAicnJ9SvX18p4+/vD61Wi6NHjxZ6nfNDQkICNBoNnJycDI5PmTIFJUuWRN26dTFt2rR8bWovaAcOHECZMmVQpUoV9OvXDw8ePFBee9k+w+joaGzfvh29e/fO9tqL8hn++/vBlH8/Q0JC4OPjA2dnZ6VMQEAAEhMTceHChXyp10ux+WFBuH//PnQ6ncEvHwCcnZ1x+fJllWqVP/R6PYYMGYImTZqgZs2ayvEPPvgAnp6ecHNzw9mzZzFq1CiEhYVhw4YNKtbWdH5+fli6dCmqVKmCe/fuYeLEiXj99ddx/vx5REVFwdLSMtuXgLOzM6KiotSp8H+wadMmPHz4EB9//LFy7EX//P4t63PJ6e9g1mtRUVEoU6aMwevm5uYoUaLEC/m5pqamYtSoUejWrZvBxnKDBg1CvXr1UKJECQQHB2PMmDG4d+8eZs6cqWJtTdO6dWu8++67KF++PK5fv46vvvoKbdq0QUhICMzMzF66z/C3336Dvb19tu7mF+UzzOn7wZR/P6OionL8u5r1Wn5gYHkF9e/fH+fPnzcY3wHAoM/Yx8cHrq6uaNmyJa5fv46KFSsWdjVzrU2bNsrPtWrVgp+fHzw9PbF27VrY2NioWLP89+uvv6JNmzZwc3NTjr3on9+rLiMjA126dIEQAvPnzzd4bdiwYcrPtWrVgqWlJT777DMEBQUV+SXg33//feVnHx8f1KpVCxUrVsSBAwfQsmVLFWtWMBYvXozu3bvD2tra4PiL8hk+6/uhKGCX0DOUKlUKZmZm2UZBR0dHw8XFRaVa/XcDBgzAtm3bsH//fpQrV+65Zf38/AAA165dK4yq5TsnJydUrlwZ165dg4uLC9LT0/Hw4UODMi/i53nr1i3s3bsXn3766XPLveifX9bn8ry/gy4uLtkGwWdmZiIuLu6F+lyzwsqtW7ewZ88eg9aVnPj5+SEzMxM3b94snArmowoVKqBUqVLKn8uX5TMEgH/++QdhYWFG/24CRfMzfNb3gyn/frq4uOT4dzXrtfzAwPIMlpaW8PX1xb59+5Rjer0e+/btQ6NGjVSsWd4IITBgwABs3LgRf/31F8qXL2/0PadPnwYAuLq6FnDtCkZSUhKuX78OV1dX+Pr6wsLCwuDzDAsLQ0RExAv3eS5ZsgRlypRB27Ztn1vuRf/8ypcvDxcXF4PPLDExEUePHlU+s0aNGuHhw4cIDQ1Vyvz111/Q6/VKYCvqssLK1atXsXfvXpQsWdLoe06fPg2tVputK+VFcOfOHTx48ED5c/kyfIZZfv31V/j6+qJ27dpGyxalz9DY94Mp/342atQI586dMwifWeG7evXq+VZReobVq1cLKysrsXTpUnHx4kXRt29f4eTkZDAK+kXRr18/4ejoKA4cOCDu3bunPFJSUoQQQly7dk1MmjRJnDhxQoSHh4vNmzeLChUqiGbNmqlcc9MNHz5cHDhwQISHh4vDhw8Lf39/UapUKRETEyOEEOLzzz8XHh4e4q+//hInTpwQjRo1Eo0aNVK51rmj0+mEh4eHGDVqlMHxF/Xze/TokTh16pQ4deqUACBmzpwpTp06pcyQmTJlinBychKbN28WZ8+eFR06dBDly5cXjx8/Vs7RunVrUbduXXH06FFx6NAh4e3tLbp166bWLWXzvHtMT08X7du3F+XKlROnT582+LuZNbMiODhYzJo1S5w+fVpcv35dLF++XJQuXVr06NFD5TuTnnd/jx49EiNGjBAhISEiPDxc7N27V9SrV094e3uL1NRU5Rwv8meYJSEhQdja2or58+dne39R/wyNfT8IYfzfz8zMTFGzZk3RqlUrcfr0abFz505RunRpMWbMmHyrJwOLEXPmzBEeHh7C0tJSNGzYUBw5ckTtKuUJgBwfS5YsEUIIERERIZo1ayZKlCghrKysRKVKlcTIkSNFQkKCuhXPha5duwpXV1dhaWkpypYtK7p27SquXbumvP748WPxxRdfiOLFiwtbW1vRqVMnce/ePRVrnHu7du0SAERYWJjB8Rf189u/f3+Ofy579uwphJBTm8eNGyecnZ2FlZWVaNmyZbZ7f/DggejWrZuws7MTDg4OolevXuLRo0cq3E3OnneP4eHhz/y7uX//fiGEEKGhocLPz084OjoKa2trUa1aNfHdd98ZfOGr6Xn3l5KSIlq1aiVKly4tLCwshKenp+jTp0+2/+l7kT/DLAsXLhQ2Njbi4cOH2d5f1D9DY98PQpj27+fNmzdFmzZthI2NjShVqpQYPny4yMjIyLd6av6/skRERERFFsewEBERUZHHwEJERERFHgMLERERFXkMLERERFTkMbAQERFRkcfAQkREREUeAwsREREVeQwsREREVOQxsBAREVGRx8BCRERERR4DCxERERV5DCxERERU5P0fHjklu8raUnYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.arange(loss_hist.shape[0]), loss_hist, \"b\", label=\"Training loss\")\n",
    "plt.plot(np.arange(loss_hist_val.shape[0]), loss_hist_val, \"g\", label=\"Validation loss\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "3Vj1E9ZdJMTU"
   },
   "source": [
    "You should see a curve that goes down for ca. 40 epochs, and then starts to flatten out. In the last part, it's still slowly decreasing, and most importantly, the validation loss is not increasing. This would be a certain sign of overfitting, and something that we should avoid. (Try decreasing the amount of training data artificially, then you should be able to intentionally cause overfitting.)\n",
    "\n",
    "Note that the validation loss is generally higher above, as the dataset here is relatively small. At some point, the network will not be able to get new information from it that transfers to the validation samples.\n",
    "\n",
    "A general word of caution here: never evaluate your network with training data. That won't tell you much because overfitting is a very common problem. At least use data the network hasn't seen before, i.e. validation data, and if that looks good, try some more different (at least slightly out-of-distribution) inputs, i.e., _test data_. The next cell runs the trained network on a batch of samples from the validation data, and displays one with the `plot` function.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 483
    },
    "id": "N6OONK0bL4ev",
    "outputId": "1a473bd9-b3de-463a-cff9-3d886afeda93",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "net.eval()\n",
    "inputs, targets = next(iter(loader_val))\n",
    "inputs = inputs.float()\n",
    "targets = targets.float()\n",
    "\n",
    "outputs = net(inputs)\n",
    "\n",
    "outputs = outputs.data.cpu().numpy()\n",
    "inputs = inputs.cpu()\n",
    "targets = targets.cpu()\n",
    "plot(targets[0], outputs[0], mask=inputs[0][2], title=\"Validation sample\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "TJtxXgGoJMTV"
   },
   "source": [
    "This shows a good resemblance here between input out network output. The region around the airfoil is typically still a bit noisy (this is caused by the Dirichlet boundary, and could be alleviated with a modified loss and larger networks). The pressure values are typically the most difficult ones to learn. We'll save the more detailed evaluation for the test data, though."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "4cIO36A_FhdE"
   },
   "source": [
    "## Test evaluation\n",
    "\n",
    "Now let's look at actual test samples: In this case we'll use new airfoil shapes as out-of-distribution (OOD) data. These are shapes that the network has not seen in any training samples, and hence it tells us a bit about how well the NN generalizes to unseen inputs (the validation data wouldn't suffice to draw conclusions about generalization).\n",
    "\n",
    "We'll use the same visualization as before, and as indicated by the Bernoulli equation, especially the _pressure_ in the first column is a challenging quantity for the network. Due to it's cubic scaling w.r.t. the input freestream velocity and localized peaks, it is the toughest quantity to infer for the network.\n",
    "\n",
    "The cell below first downloads a smaller archive with these test data samples, and then runs them through the network. The evaluation loop also computes the accumulated L1 error such that we can quantify how well the network does on the test samples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "dD5O58L9HLE-",
    "outputId": "25a66fab-38e3-438f-c2b7-71fbcbf2e3f6"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[93m\u001b[1mWarning:\u001b[22m `airfoils-test` is stored in single-file format. The download might take some time.\u001b[0m\n",
      "\u001b[96m\u001b[1mSuccess:\u001b[22m Loaded airfoils-test with 10 simulations and 1 samples each.\u001b[0m\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Average relative test error: 0.026288176793605088\n"
     ]
    }
   ],
   "source": [
    "loader_test = Dataloader( \"airfoils-test\", batch_size=1, normalize_data=None, shuffle=False )\n",
    "loss = nn.L1Loss()\n",
    "\n",
    "net.eval()\n",
    "L1t_accum = 0.\n",
    "for i, testdata in enumerate(loader_test, 0):\n",
    "    inputs_curr, targets_curr = testdata\n",
    "    inputs = inputs_curr.float()\n",
    "    targets = targets_curr.float()\n",
    "\n",
    "    outputs = net(inputs)\n",
    "    \n",
    "    outputs_curr = outputs.data.cpu().numpy()\n",
    "    inputs_curr = inputs_curr.cpu()\n",
    "    targets_curr = targets_curr.cpu()\n",
    "    \n",
    "    L1t_accum += loss(outputs, targets).item()\n",
    "    if i<3: plot(targets_curr[0] , outputs_curr[0], mask=inputs_curr[0][2], title=\"Test sample %d\"%(i))\n",
    "\n",
    "print(\"\\nAverage relative test error: {}\".format( L1t_accum/len(loader_test) ))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "By722sgwFbwG"
   },
   "source": [
    "The average test error with the default settings should be close to 0.025. As the inputs are normalized, this means the average relative error across all three fields is around 2.5% w.r.t. the maxima of each quantity. This is not too bad for new shapes, but clearly leaves room for improvement.\n",
    "\n",
    "Looking at the visualizations, you'll notice that especially high-pressure peaks and pockets of larger y-velocities are missing in the outputs. This is primarily caused by the small network, which does not have enough resources to reconstruct details. The $L^2$ also has an averaging behavior, and favours larger structures (the surroundings) over localized peaks.\n",
    "\n",
    "Nonetheless, we have successfully replaced a fairly sophisticated RANS solver with a small and fast neural network architecture. It has GPU support \"out-of-the-box\" (via pytorch), is differentiable, and introduces an error of only a few per-cent. With additional changes and more data, this setup can be made highly accurate {cite}`chen2021highacc`.\n",
    "\n",
    "---\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "vhH-rUZ-JMTX"
   },
   "source": [
    "## Next steps\n",
    "\n",
    "There are many obvious things to try here (see the suggestions below), e.g. longer training, larger data sets, larger networks etc.\n",
    "\n",
    "* Experiment with learning rate, dropout, and network size to reduce the error on the test set. How small can you make it with the given training data?\n",
    "\n",
    "* The setup above uses normalized data. Instead you can recover [the original fields by undoing the normalization](https://github.com/thunil/Deep-Flow-Prediction) to check how well the network does w.r.t. the original quantities.\n",
    "\n",
    "* As you'll see, it's a bit limited here what you can get out of this dataset, head over to [the main github repo of this project](https://github.com/thunil/Deep-Flow-Prediction) to download larger data sets, or generate own data.\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "gpuType": "A100",
   "machine_shape": "hm",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
